6Class_Epoch 24_DenseNet201_Transf_Learning.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"QFLf1y4xqzGl"},"source":["# IMPORT LIBRARIES/DATASETS"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4701,"status":"ok","timestamp":1646102945455,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"AnIDvdTGhN1V","outputId":"c625856b-b4a4-40f4-db4f-e88df2ec717a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive', force_remount=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AsRmVyYPPPjB","outputId":"788d9449-a8fb-47c7-9300-c8f8eda47b9e","executionInfo":{"status":"ok","timestamp":1646102948772,"user_tz":-420,"elapsed":3379,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: jupyterthemes in /usr/local/lib/python3.7/dist-packages (0.20.0)\n","Requirement already satisfied: lesscpy>=0.11.2 in /usr/local/lib/python3.7/dist-packages (from jupyterthemes) (0.15.0)\n","Requirement already satisfied: matplotlib>=1.4.3 in /usr/local/lib/python3.7/dist-packages (from jupyterthemes) (3.2.2)\n","Requirement already satisfied: ipython>=5.4.1 in /usr/local/lib/python3.7/dist-packages (from jupyterthemes) (5.5.0)\n","Requirement already satisfied: notebook>=5.6.0 in /usr/local/lib/python3.7/dist-packages (from jupyterthemes) (6.4.8)\n","Requirement already satisfied: jupyter-core in /usr/local/lib/python3.7/dist-packages (from jupyterthemes) (4.9.2)\n","Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from 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(4.3.3)\n","Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook>=5.6.0->jupyterthemes) (5.4.0)\n","Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook>=5.6.0->jupyterthemes) (21.4.0)\n","Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook>=5.6.0->jupyterthemes) (0.18.1)\n","Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook>=5.6.0->jupyterthemes) (4.11.1)\n","Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema!=2.5.0,>=2.4->nbformat->notebook>=5.6.0->jupyterthemes) (3.7.0)\n","Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=5.6.0->jupyterthemes) (21.3)\n","Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=5.6.0->jupyterthemes) (0.5.1)\n"]}],"source":["#!pip install sklearn\n","#!pip install tensorflow\n","#!pip install tf-nightly\n","#!pip install -U efficientnet\n","!pip install jupyterthemes\n","\n","#import tensorflow as tf\n","#config = tf.compat.v1.ConfigProto()\n","#config.gpu_options.allow_growth = True\n","#sess = tf.compat.v1.Session(config=config)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2936,"status":"ok","timestamp":1646102951635,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"lf_7805PvGgZ","outputId":"5bbb170c-e983-41cf-8712-bcc435e8835e"},"outputs":[{"output_type":"stream","name":"stdout","text":["Tensor Flow Version: 2.8.0\n","\n","Pandas 1.3.5\n","GPU is available\n"]}],"source":["# import the necessary packages\n","import pandas as pd\n","import numpy as np\n","import tensorflow as tf\n","import os\n","import matplotlib.pyplot as plt\n","import PIL\n","import seaborn as sns\n","\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","#from tensorflow.keras.applications.inception_v3 import InceptionV3\n","#from tensorflow.keras.applications.efficientnet import EfficientNetB7\n","#from tensorflow.keras.applications.inception_resnet_v2 import InceptionResNetV2\n","#from tensorflow.keras.applications.resnet_v2 import ResNet50V2\n","from tensorflow.keras.applications.densenet import DenseNet201\n","from tensorflow.keras.layers import *\n","from tensorflow.keras.models import Model, load_model\n","from tensorflow.keras.initializers import glorot_uniform\n","from tensorflow.keras.utils import plot_model\n","from IPython.display import display\n","from tensorflow.keras import backend as K\n","from tensorflow.keras.optimizers import SGD\n","from tensorflow.keras.optimizers import Adam\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","from tensorflow.keras.callbacks import ReduceLROnPlateau, EarlyStopping, ModelCheckpoint, LearningRateScheduler\n","from jupyterthemes import jtplot\n","jtplot.style(theme='monokai', context='notebook', ticks=True, grid=False) \n","\n","# setting the style of the notebook to be monokai theme  \n","# this line of code is important to ensure that we are able to see the x and y axes clearly\n","# If you don't run this code line, you will notice that the xlabel and ylabel on any plot is black on black and it will be hard to see them. \n","\n","print(f\"Tensor Flow Version: {tf.__version__}\")\n","#print(f\"Keras Version: {tensorflow.keras.__version__}\")\n","print()\n","#print(f\"Python {sys.version}\")\n","print(f\"Pandas {pd.__version__}\")\n","gpu = len(tf.config.list_physical_devices('GPU'))>0\n","print(\"GPU is\", \"available\" if gpu else \"NOT AVAILABLE\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":215,"status":"ok","timestamp":1646102951640,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"GUmPRk_NvrXz","outputId":"28a7cdcd-37ea-4612-eed5-c798a01713ed"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Skripsi/Skins01\n"]}],"source":["%cd /content/drive/MyDrive/Skripsi/Skins01\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":204,"status":"ok","timestamp":1646102951653,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"9UzbaqcHgi4u","outputId":"eadd2b1b-638c-49c9-bd5c-843f04323de5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['chickenpox', 'keratosis', 'dermatofibroma', 'eczema', 'scabies', 'psoriasis']"]},"metadata":{},"execution_count":5}],"source":["# List all folders under training\n","os.listdir('./training')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":183,"status":"ok","timestamp":1646102951660,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"LxKlRG7Pgi4u","outputId":"ce5cfaf9-bfaf-4864-f452-fb401696035d"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of train images: 828 \n","Number of test images: 338\n"]}],"source":["# Check the number of images in training, validation and evaluation dataset\n","train = []\n","test = []\n","\n","# os.listdir returns the list of files in the folder, in this case image class names\n","for i in os.listdir('./training'):\n","    train.extend(os.listdir(os.path.join('training', i)))\n","    test.extend(os.listdir(os.path.join('evaluation', i))) \n","    \n","print('Number of train images: {} \\nNumber of test images: {}'.format(len(train),len(test)))\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":172,"status":"ok","timestamp":1646102951665,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"rwODuv7-gi4v","outputId":"7c10070a-1e40-4101-b1d4-03eaf0c59528"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ISIC_0072907.jpg',\n"," 'ISIC_0072853.jpg',\n"," 'ISIC_0072852.jpg',\n"," 'ISIC_0072871.jpg',\n"," 'ISIC_0072897.jpg',\n"," 'ISIC_0072835.jpg',\n"," 'ISIC_0072839.jpg',\n"," 'ISIC_0072935.jpg',\n"," 'ISIC_0072877.jpg',\n"," 'ISIC_0072931.jpg',\n"," 'ISIC_0072933.jpg',\n"," 'ISIC_0072914.jpg',\n"," 'ISIC_0072851.jpg',\n"," 'ISIC_0072916.jpg',\n"," 'ISIC_0072842.jpg',\n"," 'ISIC_0072880.jpg',\n"," 'ISIC_0072869.jpg',\n"," 'ISIC_0073002.jpg',\n"," 'ISIC_0073059.jpg',\n"," 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'ISIC_0016040.jpg',\n"," 'ISIC_0016042.jpg',\n"," 'ISIC_0016048.jpg',\n"," 'ISIC_0016049.jpg',\n"," 'ISIC_0016050.jpg',\n"," 'ISIC_0016056.jpg',\n"," 'ISIC_0016057.jpg',\n"," 'ISIC_0016058.jpg',\n"," 'ISIC_0016059.jpg',\n"," 'ISIC_0016063.jpg',\n"," 'ISIC_0016064.jpg',\n"," 'ISIC_0016065.jpg',\n"," 'ISIC_0016069.jpg']"]},"metadata":{},"execution_count":7}],"source":["train"]},{"cell_type":"markdown","metadata":{"id":"WiV9-QvCrA3I"},"source":["# TASK #3: PERFORM DATA EXPLORATION AND DATA VISUALIZATION"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":155,"status":"ok","timestamp":1646102951671,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"6k7JAlpCgi4x","outputId":"e7427a15-d111-4276-941b-96d9ceca2685"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ISIC_3409440.jpg',\n"," 'ISIC_2985753.jpg',\n"," 'ISIC_2488468.jpg',\n"," 'ISIC_3047981.jpg',\n"," 'ISIC_3417390.jpg',\n"," 'ISIC_3522554.jpg',\n"," 'ISIC_4342416.jpg',\n"," 'ISIC_3698568.jpg',\n"," 'ISIC_3610783.jpg',\n"," 'ISIC_3577410.jpg',\n"," 'ISIC_4354857.jpg',\n"," 'ISIC_4354896.jpeg',\n"," 'ISIC_5136612.jpg',\n"," 'ISIC_4891233.jpg',\n"," 'ISIC_5177353.jpg',\n"," 'ISIC_5215191.jpeg',\n"," 'ISIC_5278307.jpeg',\n"," 'ISIC_5399828.jpg',\n"," 'ISIC_5402119.jpg',\n"," 'ISIC_5407240.jpeg',\n"," 'ISIC_5469457.jpg',\n"," 'ISIC_5576241.jpg',\n"," 'ISIC_5573611.jpg',\n"," 'ISIC_5634573.jpg',\n"," 'ISIC_5787278.jpg',\n"," 'ISIC_5829749.jpg',\n"," 'ISIC_5722465.jpg',\n"," 'ISIC_5958409.jpeg',\n"," 'ISIC_6098213.jpg',\n"," 'ISIC_6413890.jpg',\n"," 'ISIC_6416127.jpg',\n"," 'ISIC_6446825.jpg',\n"," 'ISIC_6433084.jpg',\n"," 'ISIC_6555039.jpg',\n"," 'ISIC_6511141.jpeg',\n"," 'ISIC_6594555.jpeg',\n"," 'ISIC_6596403.jpg',\n"," 'ISIC_6810183.jpg',\n"," 'ISIC_6893147.jpg',\n"," 'ISIC_6931024.jpg',\n"," 'ISIC_6709150.jpg',\n"," 'ISIC_7194695.jpg',\n"," 'ISIC_7282441.jpg',\n"," 'ISIC_7050773.jpeg',\n"," 'ISIC_7833008.jpg',\n"," 'ISIC_7866488.jpg',\n"," 'ISIC_8022913.jpeg',\n"," 'ISIC_7918608.jpg',\n"," 'ISIC_8085467.jpeg',\n"," 'ISIC_8201028.jpg',\n"," 'ISIC_8501248.jpg',\n"," 'ISIC_8340426.jpg',\n"," 'ISIC_8754972.jpg',\n"," 'ISIC_8725993.jpg',\n"," 'ISIC_8828670.jpeg',\n"," 'ISIC_8814735.jpg',\n"," 'ISIC_8851901.jpg',\n"," 'ISIC_9221004.jpg',\n"," 'ISIC_9318322.jpg',\n"," 'ISIC_9424172.jpg',\n"," 'ISIC_9525930.jpg',\n"," 'ISIC_9631590.jpg',\n"," 'ISIC_9756079.jpg',\n"," 'ISIC_4761090.jpg',\n"," 'ISIC_4891204.jpg',\n"," 'ISIC_4419720.jpg',\n"," 'ISIC_4896088.jpg',\n"," 'ISIC_5238910.jpg',\n"," 'ISIC_4939497.jpg',\n"," 'ISIC_5573695.jpg',\n"," 'ISIC_5346936.jpg',\n"," 'ISIC_5605916.jpg',\n"," 'ISIC_5958657.jpg',\n"," 'ISIC_5997266.jpg',\n"," 'ISIC_6019539.jpg',\n"," 'ISIC_6051431.jpg',\n"," 'ISIC_6129538.jpg',\n"," 'ISIC_6427046.jpg',\n"," 'ISIC_7165819.jpg',\n"," 'ISIC_6974497.jpg',\n"," 'ISIC_7323249.jpg',\n"," 'ISIC_7200676.jpg',\n"," 'ISIC_7408392.jpg',\n"," 'ISIC_7560157.jpg',\n"," 'ISIC_7574101.jpg',\n"," 'ISIC_7575644.jpg',\n"," 'ISIC_7867320.jpg',\n"," 'ISIC_7785457.jpg',\n"," 'ISIC_8172419.jpg',\n"," 'ISIC_8357133.jpg',\n"," 'ISIC_8894528.jpg',\n"," 'ISIC_9006160.jpg',\n"," 'ISIC_9274776.jpg',\n"," 'ISIC_9360610.jpg',\n"," 'ISIC_9728805.jpg',\n"," 'ISIC_9496738.jpg',\n"," 'ISIC_9540352.jpg',\n"," 'ISIC_9711252.jpg',\n"," 'ISIC_9492000.jpg',\n"," 'ISIC_9811367.jpg',\n"," 'ISIC_0013370.jpg',\n"," 'ISIC_0013364.jpg',\n"," 'ISIC_0013360.jpg',\n"," 'ISIC_0013371.jpg',\n"," 'ISIC_0013393.jpg',\n"," 'ISIC_0013397.jpg',\n"," 'ISIC_0013400.jpg',\n"," 'ISIC_0013409.jpg',\n"," 'ISIC_0013421.jpg',\n"," 'ISIC_0013443.jpg',\n"," 'ISIC_0013458.jpg',\n"," 'ISIC_0013465.jpg',\n"," 'ISIC_0013474.jpg',\n"," 'ISIC_0013493.jpg',\n"," 'ISIC_0013580.jpg',\n"," 'ISIC_0013584.jpg',\n"," 'ISIC_0013585.jpg',\n"," 'ISIC_0013621.jpg',\n"," 'ISIC_0013625.jpg',\n"," 'ISIC_0013632.jpg',\n"," 'ISIC_0013635.jpg',\n"," 'ISIC_0013637.jpg',\n"," 'ISIC_0013667.jpg',\n"," 'ISIC_0013673.jpg',\n"," 'ISIC_0013680.jpg',\n"," 'ISIC_0013682.jpg',\n"," 'ISIC_0013684.jpg',\n"," 'ISIC_0013685.jpg',\n"," 'ISIC_0013691.jpg',\n"," 'ISIC_0013687.jpg',\n"," 'ISIC_0013706.jpg',\n"," 'ISIC_0013707.jpg',\n"," 'ISIC_0013708.jpg',\n"," 'ISIC_0013709.jpg',\n"," 'ISIC_0013725.jpg',\n"," 'ISIC_0013731.jpg',\n"," 'ISIC_0013742.jpg',\n"," 'ISIC_0013764.jpg']"]},"metadata":{},"execution_count":8}],"source":["train_class = os.listdir(os.path.join('training','keratosis'))\n","train_class"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1lsoLPAKjpTIC5qswE9R0x__m2obdmsow"},"executionInfo":{"elapsed":33897,"status":"ok","timestamp":1646102985479,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"8bw_N3GC2GPi","outputId":"1f84ede4-3d15-4505-cae4-24c0f0b8c8c2"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["# Visualize images di the dataset\n","\n","fig, axs = plt.subplots(6, 5, figsize = (32,32))\n","count = 0\n","# for every class in the dataset\n","for i in os.listdir('./training'):\n","  # get the list of all images that belong to a particular class\n","  train_class = os.listdir(os.path.join('training', i))\n","  \n","  # plot 5 images per class\n","  for j in range(5):\n","    img = os.path.join('training', i, train_class[j])\n","    axs[count][j].title.set_text(i)\n","    axs[count][j].imshow(PIL.Image.open(img))  \n","  count += 1\n","\n","fig.tight_layout()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":218,"status":"ok","timestamp":1646102985489,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"BgmZEvwgIzqc","outputId":"41a8e688-c3e8-4ef3-b259-152fe9b9ab61"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of images in chickenpox=149\n","\n","Number of images in keratosis=138\n","\n","Number of images in dermatofibroma=62\n","\n","Number of images in eczema=172\n","\n","Number of images in scabies=164\n","\n","Number of images in psoriasis=143\n","\n"]}],"source":["# check jumlah image di tiap kelas\n","\n","No_images_per_class = []\n","Class_name = []\n","for i in os.listdir('./training'):\n","  Class_name.append(i)\n","  train_class = os.listdir(os.path.join('training',i))\n","  print('Number of images in {}={}\\n'.format(i,len(train_class)))\n","  No_images_per_class.append(len(train_class))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":189,"status":"ok","timestamp":1646102985496,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"5QHgjJizypbk","outputId":"fdb47c30-d474-457f-aee4-3e3c52c67dd3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of images in eczema=52\n","\n","Number of images in keratosis=59\n","\n","Number of images in psoriasis=60\n","\n","Number of images in dermatofibroma=27\n","\n","Number of images in chickenpox=78\n","\n","Number of images in scabies=62\n","\n"]}],"source":["No_images_per_class = []\n","Class_name = []\n","for i in os.listdir('./evaluation'):\n","  Class_name.append(i)\n","  test_class = os.listdir(os.path.join('evaluation',i))\n","  print('Number of images in {}={}\\n'.format(i,len(test_class)))\n","  No_images_per_class.append(len(test_class))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":193,"status":"ok","timestamp":1646102985515,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"6qdqrpxZgi40","outputId":"88d7ce91-20f0-4801-8f45-c77fcf11eba7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[52, 59, 60, 27, 78, 62]"]},"metadata":{},"execution_count":12}],"source":["No_images_per_class"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"executionInfo":{"elapsed":186,"status":"ok","timestamp":1646102985522,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"5Bimf3qJN0bk","outputId":"c9d688df-040a-46ab-a707-2bbf00f95377","scrolled":true},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x360 with 1 Axes>"]},"metadata":{}}],"source":["# visualize the number of images in each class in the training dataset\n","\n","fig = plt.figure(figsize=(6,5))\n","plt.bar(Class_name, No_images_per_class, color = sns.color_palette(\"cubehelix\",len(Class_name)))\n","fig.tight_layout()"]},{"cell_type":"markdown","metadata":{"id":"TRCi25WyuZ-T"},"source":["# PERFORM IMAGE AUGMENTATION AND CREATE DATA GENERATOR"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"7phFxj7xuUP4"},"outputs":[],"source":["# Untuk mentraining data generator, gunakan normalisasi, zooming range, horizontal flip, brightness range\n","train_datagen = ImageDataGenerator(\n","                rescale = 1./255,\n","                zoom_range = 0.2,\n","                horizontal_flip = True,\n","                vertical_flip=True,\n","                brightness_range=None)\n","\n","\n","test_datagen = ImageDataGenerator(\n","    rescale=1./255,\n","    width_shift_range=0.2, height_shift_range=0.2)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":197,"status":"ok","timestamp":1646102985545,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"0gD1o9WpyOwy","outputId":"23ba29ea-b2ea-4a8d-abcc-613cb2146568"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 828 images belonging to 6 classes.\n"]}],"source":["# Create data generator for training, validation and test dataset.\n","train_generator = train_datagen.flow_from_directory(\n","        'training',\n","        target_size=(256, 256),\n","        batch_size=40,\n","        class_mode='categorical')\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":189,"status":"ok","timestamp":1646102985551,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"PIXh92jygi42","outputId":"814cb081-8fc6-4200-c0b1-3a4237894f30","scrolled":true},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 338 images belonging to 6 classes.\n"]}],"source":["\n","# Create data generator for training, validation and test dataset.\n","test_generator = test_datagen.flow_from_directory(\n","        'evaluation',\n","        target_size=(256, 256),\n","        batch_size=40,\n","        class_mode='categorical')\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":184,"status":"ok","timestamp":1646102985560,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"q-MWBeZqgi42","outputId":"9465a243-b2ae-4f0c-d2ec-25288f8077f2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<keras.preprocessing.image.DirectoryIterator at 0x7effc0076d50>"]},"metadata":{},"execution_count":17}],"source":["train_generator"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":176,"status":"ok","timestamp":1646102985566,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"rHSDePtpknwi","outputId":"10fc3123-4411-4da0-ac63-8654f2a7da71"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<keras.preprocessing.image.DirectoryIterator at 0x7effc0076950>"]},"metadata":{},"execution_count":18}],"source":["test_generator"]},{"cell_type":"markdown","metadata":{"id":"ser8TL4hx0d1"},"source":["# BUILD DEEP LEARNING MODEL USING PRE-TRAINED InceptionResnet\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"DuDXHzHwz3dR","scrolled":true},"outputs":[],"source":["# load model inception resnetv2 \n","basemodel = DenseNet201(weights = 'imagenet', include_top = False, input_tensor=Input(shape = (256,256,3)))\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":36401,"status":"ok","timestamp":1646103022704,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"1HLFCO1H05C2","outputId":"90bb9303-e7ef-4456-8907-13a61b5a906c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"densenet201\"\n","__________________________________________________________________________________________________\n"," Layer (type)                   Output Shape         Param #     Connected to                     \n","==================================================================================================\n"," input_1 (InputLayer)           [(None, 256, 256, 3  0           []                               \n","                                )]                                                                \n","                                                                                                  \n"," zero_padding2d (ZeroPadding2D)  (None, 262, 262, 3)  0          ['input_1[0][0]']                \n","                                                                                                  \n"," conv1/conv (Conv2D)            (None, 128, 128, 64  9408        ['zero_padding2d[0][0]']         \n","                                )                                                                 \n","                                                                                                  \n"," conv1/bn (BatchNormalization)  (None, 128, 128, 64  256         ['conv1/conv[0][0]']             \n","                                )                                                                 \n","                                                                                                  \n"," conv1/relu (Activation)        (None, 128, 128, 64  0           ['conv1/bn[0][0]']               \n","                                )                                                                 \n","                                                                                                  \n"," zero_padding2d_1 (ZeroPadding2  (None, 130, 130, 64  0          ['conv1/relu[0][0]']             \n"," D)                             )                                                                 \n","                                                                                                  \n"," pool1 (MaxPooling2D)           (None, 64, 64, 64)   0           ['zero_padding2d_1[0][0]']       \n","                                                                                                  \n"," conv2_block1_0_bn (BatchNormal  (None, 64, 64, 64)  256         ['pool1[0][0]']                  \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block1_0_relu (Activatio  (None, 64, 64, 64)  0           ['conv2_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block1_1_conv (Conv2D)   (None, 64, 64, 128)  8192        ['conv2_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block1_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block1_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block1_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block1_concat (Concatena  (None, 64, 64, 96)  0           ['pool1[0][0]',                  \n"," te)                                                              'conv2_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block2_0_bn (BatchNormal  (None, 64, 64, 96)  384         ['conv2_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block2_0_relu (Activatio  (None, 64, 64, 96)  0           ['conv2_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block2_1_conv (Conv2D)   (None, 64, 64, 128)  12288       ['conv2_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block2_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block2_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block2_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block2_concat (Concatena  (None, 64, 64, 128)  0          ['conv2_block1_concat[0][0]',    \n"," te)                                                              'conv2_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block3_0_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block3_0_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block3_1_conv (Conv2D)   (None, 64, 64, 128)  16384       ['conv2_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block3_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block3_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block3_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block3_concat (Concatena  (None, 64, 64, 160)  0          ['conv2_block2_concat[0][0]',    \n"," te)                                                              'conv2_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block4_0_bn (BatchNormal  (None, 64, 64, 160)  640        ['conv2_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block4_0_relu (Activatio  (None, 64, 64, 160)  0          ['conv2_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block4_1_conv (Conv2D)   (None, 64, 64, 128)  20480       ['conv2_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block4_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block4_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block4_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block4_concat (Concatena  (None, 64, 64, 192)  0          ['conv2_block3_concat[0][0]',    \n"," te)                                                              'conv2_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block5_0_bn (BatchNormal  (None, 64, 64, 192)  768        ['conv2_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block5_0_relu (Activatio  (None, 64, 64, 192)  0          ['conv2_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block5_1_conv (Conv2D)   (None, 64, 64, 128)  24576       ['conv2_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block5_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block5_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block5_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block5_concat (Concatena  (None, 64, 64, 224)  0          ['conv2_block4_concat[0][0]',    \n"," te)                                                              'conv2_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block6_0_bn (BatchNormal  (None, 64, 64, 224)  896        ['conv2_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block6_0_relu (Activatio  (None, 64, 64, 224)  0          ['conv2_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block6_1_conv (Conv2D)   (None, 64, 64, 128)  28672       ['conv2_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block6_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block6_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block6_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block6_concat (Concatena  (None, 64, 64, 256)  0          ['conv2_block5_concat[0][0]',    \n"," te)                                                              'conv2_block6_2_conv[0][0]']    \n","                                                                                                  \n"," pool2_bn (BatchNormalization)  (None, 64, 64, 256)  1024        ['conv2_block6_concat[0][0]']    \n","                                                                                                  \n"," pool2_relu (Activation)        (None, 64, 64, 256)  0           ['pool2_bn[0][0]']               \n","                                                                                                  \n"," pool2_conv (Conv2D)            (None, 64, 64, 128)  32768       ['pool2_relu[0][0]']             \n","                                                                                                  \n"," pool2_pool (AveragePooling2D)  (None, 32, 32, 128)  0           ['pool2_conv[0][0]']             \n","                                                                                                  \n"," conv3_block1_0_bn (BatchNormal  (None, 32, 32, 128)  512        ['pool2_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block1_0_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block1_1_conv (Conv2D)   (None, 32, 32, 128)  16384       ['conv3_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block1_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block1_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block1_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block1_concat (Concatena  (None, 32, 32, 160)  0          ['pool2_pool[0][0]',             \n"," te)                                                              'conv3_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block2_0_bn (BatchNormal  (None, 32, 32, 160)  640        ['conv3_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block2_0_relu (Activatio  (None, 32, 32, 160)  0          ['conv3_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block2_1_conv (Conv2D)   (None, 32, 32, 128)  20480       ['conv3_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block2_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block2_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block2_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block2_concat (Concatena  (None, 32, 32, 192)  0          ['conv3_block1_concat[0][0]',    \n"," te)                                                              'conv3_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block3_0_bn (BatchNormal  (None, 32, 32, 192)  768        ['conv3_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block3_0_relu (Activatio  (None, 32, 32, 192)  0          ['conv3_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block3_1_conv (Conv2D)   (None, 32, 32, 128)  24576       ['conv3_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block3_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block3_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block3_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block3_concat (Concatena  (None, 32, 32, 224)  0          ['conv3_block2_concat[0][0]',    \n"," te)                                                              'conv3_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block4_0_bn (BatchNormal  (None, 32, 32, 224)  896        ['conv3_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block4_0_relu (Activatio  (None, 32, 32, 224)  0          ['conv3_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block4_1_conv (Conv2D)   (None, 32, 32, 128)  28672       ['conv3_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block4_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block4_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block4_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block4_concat (Concatena  (None, 32, 32, 256)  0          ['conv3_block3_concat[0][0]',    \n"," te)                                                              'conv3_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block5_0_bn (BatchNormal  (None, 32, 32, 256)  1024       ['conv3_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block5_0_relu (Activatio  (None, 32, 32, 256)  0          ['conv3_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block5_1_conv (Conv2D)   (None, 32, 32, 128)  32768       ['conv3_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block5_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block5_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block5_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block5_concat (Concatena  (None, 32, 32, 288)  0          ['conv3_block4_concat[0][0]',    \n"," te)                                                              'conv3_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block6_0_bn (BatchNormal  (None, 32, 32, 288)  1152       ['conv3_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block6_0_relu (Activatio  (None, 32, 32, 288)  0          ['conv3_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block6_1_conv (Conv2D)   (None, 32, 32, 128)  36864       ['conv3_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block6_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block6_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block6_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block6_concat (Concatena  (None, 32, 32, 320)  0          ['conv3_block5_concat[0][0]',    \n"," te)                                                              'conv3_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block7_0_bn (BatchNormal  (None, 32, 32, 320)  1280       ['conv3_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block7_0_relu (Activatio  (None, 32, 32, 320)  0          ['conv3_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block7_1_conv (Conv2D)   (None, 32, 32, 128)  40960       ['conv3_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block7_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block7_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block7_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block7_concat (Concatena  (None, 32, 32, 352)  0          ['conv3_block6_concat[0][0]',    \n"," te)                                                              'conv3_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block8_0_bn (BatchNormal  (None, 32, 32, 352)  1408       ['conv3_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block8_0_relu (Activatio  (None, 32, 32, 352)  0          ['conv3_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block8_1_conv (Conv2D)   (None, 32, 32, 128)  45056       ['conv3_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block8_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block8_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block8_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block8_concat (Concatena  (None, 32, 32, 384)  0          ['conv3_block7_concat[0][0]',    \n"," te)                                                              'conv3_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block9_0_bn (BatchNormal  (None, 32, 32, 384)  1536       ['conv3_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block9_0_relu (Activatio  (None, 32, 32, 384)  0          ['conv3_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block9_1_conv (Conv2D)   (None, 32, 32, 128)  49152       ['conv3_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block9_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block9_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block9_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block9_concat (Concatena  (None, 32, 32, 416)  0          ['conv3_block8_concat[0][0]',    \n"," te)                                                              'conv3_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block10_0_bn (BatchNorma  (None, 32, 32, 416)  1664       ['conv3_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block10_0_relu (Activati  (None, 32, 32, 416)  0          ['conv3_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block10_1_conv (Conv2D)  (None, 32, 32, 128)  53248       ['conv3_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block10_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block10_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block10_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block10_concat (Concaten  (None, 32, 32, 448)  0          ['conv3_block9_concat[0][0]',    \n"," ate)                                                             'conv3_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv3_block11_0_bn (BatchNorma  (None, 32, 32, 448)  1792       ['conv3_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block11_0_relu (Activati  (None, 32, 32, 448)  0          ['conv3_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block11_1_conv (Conv2D)  (None, 32, 32, 128)  57344       ['conv3_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block11_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block11_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block11_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block11_concat (Concaten  (None, 32, 32, 480)  0          ['conv3_block10_concat[0][0]',   \n"," ate)                                                             'conv3_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv3_block12_0_bn (BatchNorma  (None, 32, 32, 480)  1920       ['conv3_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block12_0_relu (Activati  (None, 32, 32, 480)  0          ['conv3_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block12_1_conv (Conv2D)  (None, 32, 32, 128)  61440       ['conv3_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block12_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block12_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block12_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block12_concat (Concaten  (None, 32, 32, 512)  0          ['conv3_block11_concat[0][0]',   \n"," ate)                                                             'conv3_block12_2_conv[0][0]']   \n","                                                                                                  \n"," pool3_bn (BatchNormalization)  (None, 32, 32, 512)  2048        ['conv3_block12_concat[0][0]']   \n","                                                                                                  \n"," pool3_relu (Activation)        (None, 32, 32, 512)  0           ['pool3_bn[0][0]']               \n","                                                                                                  \n"," pool3_conv (Conv2D)            (None, 32, 32, 256)  131072      ['pool3_relu[0][0]']             \n","                                                                                                  \n"," pool3_pool (AveragePooling2D)  (None, 16, 16, 256)  0           ['pool3_conv[0][0]']             \n","                                                                                                  \n"," conv4_block1_0_bn (BatchNormal  (None, 16, 16, 256)  1024       ['pool3_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block1_0_relu (Activatio  (None, 16, 16, 256)  0          ['conv4_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block1_1_conv (Conv2D)   (None, 16, 16, 128)  32768       ['conv4_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block1_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block1_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block1_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block1_concat (Concatena  (None, 16, 16, 288)  0          ['pool3_pool[0][0]',             \n"," te)                                                              'conv4_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block2_0_bn (BatchNormal  (None, 16, 16, 288)  1152       ['conv4_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block2_0_relu (Activatio  (None, 16, 16, 288)  0          ['conv4_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block2_1_conv (Conv2D)   (None, 16, 16, 128)  36864       ['conv4_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block2_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block2_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block2_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block2_concat (Concatena  (None, 16, 16, 320)  0          ['conv4_block1_concat[0][0]',    \n"," te)                                                              'conv4_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block3_0_bn (BatchNormal  (None, 16, 16, 320)  1280       ['conv4_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block3_0_relu (Activatio  (None, 16, 16, 320)  0          ['conv4_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block3_1_conv (Conv2D)   (None, 16, 16, 128)  40960       ['conv4_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block3_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block3_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block3_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block3_concat (Concatena  (None, 16, 16, 352)  0          ['conv4_block2_concat[0][0]',    \n"," te)                                                              'conv4_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block4_0_bn (BatchNormal  (None, 16, 16, 352)  1408       ['conv4_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block4_0_relu (Activatio  (None, 16, 16, 352)  0          ['conv4_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block4_1_conv (Conv2D)   (None, 16, 16, 128)  45056       ['conv4_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block4_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block4_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block4_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block4_concat (Concatena  (None, 16, 16, 384)  0          ['conv4_block3_concat[0][0]',    \n"," te)                                                              'conv4_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block5_0_bn (BatchNormal  (None, 16, 16, 384)  1536       ['conv4_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block5_0_relu (Activatio  (None, 16, 16, 384)  0          ['conv4_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block5_1_conv (Conv2D)   (None, 16, 16, 128)  49152       ['conv4_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block5_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block5_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block5_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block5_concat (Concatena  (None, 16, 16, 416)  0          ['conv4_block4_concat[0][0]',    \n"," te)                                                              'conv4_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block6_0_bn (BatchNormal  (None, 16, 16, 416)  1664       ['conv4_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block6_0_relu (Activatio  (None, 16, 16, 416)  0          ['conv4_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block6_1_conv (Conv2D)   (None, 16, 16, 128)  53248       ['conv4_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block6_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block6_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block6_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block6_concat (Concatena  (None, 16, 16, 448)  0          ['conv4_block5_concat[0][0]',    \n"," te)                                                              'conv4_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block7_0_bn (BatchNormal  (None, 16, 16, 448)  1792       ['conv4_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block7_0_relu (Activatio  (None, 16, 16, 448)  0          ['conv4_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block7_1_conv (Conv2D)   (None, 16, 16, 128)  57344       ['conv4_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block7_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block7_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block7_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block7_concat (Concatena  (None, 16, 16, 480)  0          ['conv4_block6_concat[0][0]',    \n"," te)                                                              'conv4_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block8_0_bn (BatchNormal  (None, 16, 16, 480)  1920       ['conv4_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block8_0_relu (Activatio  (None, 16, 16, 480)  0          ['conv4_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block8_1_conv (Conv2D)   (None, 16, 16, 128)  61440       ['conv4_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block8_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block8_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block8_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block8_concat (Concatena  (None, 16, 16, 512)  0          ['conv4_block7_concat[0][0]',    \n"," te)                                                              'conv4_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block9_0_bn (BatchNormal  (None, 16, 16, 512)  2048       ['conv4_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block9_0_relu (Activatio  (None, 16, 16, 512)  0          ['conv4_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block9_1_conv (Conv2D)   (None, 16, 16, 128)  65536       ['conv4_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block9_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block9_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block9_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block9_concat (Concatena  (None, 16, 16, 544)  0          ['conv4_block8_concat[0][0]',    \n"," te)                                                              'conv4_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block10_0_bn (BatchNorma  (None, 16, 16, 544)  2176       ['conv4_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block10_0_relu (Activati  (None, 16, 16, 544)  0          ['conv4_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block10_1_conv (Conv2D)  (None, 16, 16, 128)  69632       ['conv4_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block10_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block10_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block10_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block10_concat (Concaten  (None, 16, 16, 576)  0          ['conv4_block9_concat[0][0]',    \n"," ate)                                                             'conv4_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block11_0_bn (BatchNorma  (None, 16, 16, 576)  2304       ['conv4_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block11_0_relu (Activati  (None, 16, 16, 576)  0          ['conv4_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block11_1_conv (Conv2D)  (None, 16, 16, 128)  73728       ['conv4_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block11_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block11_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block11_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block11_concat (Concaten  (None, 16, 16, 608)  0          ['conv4_block10_concat[0][0]',   \n"," ate)                                                             'conv4_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block12_0_bn (BatchNorma  (None, 16, 16, 608)  2432       ['conv4_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block12_0_relu (Activati  (None, 16, 16, 608)  0          ['conv4_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block12_1_conv (Conv2D)  (None, 16, 16, 128)  77824       ['conv4_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block12_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block12_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block12_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block12_concat (Concaten  (None, 16, 16, 640)  0          ['conv4_block11_concat[0][0]',   \n"," ate)                                                             'conv4_block12_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block13_0_bn (BatchNorma  (None, 16, 16, 640)  2560       ['conv4_block12_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block13_0_relu (Activati  (None, 16, 16, 640)  0          ['conv4_block13_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block13_1_conv (Conv2D)  (None, 16, 16, 128)  81920       ['conv4_block13_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block13_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block13_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block13_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block13_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block13_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block13_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block13_concat (Concaten  (None, 16, 16, 672)  0          ['conv4_block12_concat[0][0]',   \n"," ate)                                                             'conv4_block13_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block14_0_bn (BatchNorma  (None, 16, 16, 672)  2688       ['conv4_block13_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block14_0_relu (Activati  (None, 16, 16, 672)  0          ['conv4_block14_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block14_1_conv (Conv2D)  (None, 16, 16, 128)  86016       ['conv4_block14_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block14_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block14_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block14_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block14_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block14_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block14_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block14_concat (Concaten  (None, 16, 16, 704)  0          ['conv4_block13_concat[0][0]',   \n"," ate)                                                             'conv4_block14_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block15_0_bn (BatchNorma  (None, 16, 16, 704)  2816       ['conv4_block14_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block15_0_relu (Activati  (None, 16, 16, 704)  0          ['conv4_block15_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block15_1_conv (Conv2D)  (None, 16, 16, 128)  90112       ['conv4_block15_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block15_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block15_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block15_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block15_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block15_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block15_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block15_concat (Concaten  (None, 16, 16, 736)  0          ['conv4_block14_concat[0][0]',   \n"," ate)                                                             'conv4_block15_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block16_0_bn (BatchNorma  (None, 16, 16, 736)  2944       ['conv4_block15_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block16_0_relu (Activati  (None, 16, 16, 736)  0          ['conv4_block16_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block16_1_conv (Conv2D)  (None, 16, 16, 128)  94208       ['conv4_block16_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block16_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block16_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block16_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block16_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block16_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block16_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block16_concat (Concaten  (None, 16, 16, 768)  0          ['conv4_block15_concat[0][0]',   \n"," ate)                                                             'conv4_block16_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block17_0_bn (BatchNorma  (None, 16, 16, 768)  3072       ['conv4_block16_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block17_0_relu (Activati  (None, 16, 16, 768)  0          ['conv4_block17_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block17_1_conv (Conv2D)  (None, 16, 16, 128)  98304       ['conv4_block17_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block17_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block17_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block17_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block17_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block17_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block17_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block17_concat (Concaten  (None, 16, 16, 800)  0          ['conv4_block16_concat[0][0]',   \n"," ate)                                                             'conv4_block17_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block18_0_bn (BatchNorma  (None, 16, 16, 800)  3200       ['conv4_block17_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block18_0_relu (Activati  (None, 16, 16, 800)  0          ['conv4_block18_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block18_1_conv (Conv2D)  (None, 16, 16, 128)  102400      ['conv4_block18_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block18_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block18_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block18_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block18_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block18_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block18_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block18_concat (Concaten  (None, 16, 16, 832)  0          ['conv4_block17_concat[0][0]',   \n"," ate)                                                             'conv4_block18_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block19_0_bn (BatchNorma  (None, 16, 16, 832)  3328       ['conv4_block18_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block19_0_relu (Activati  (None, 16, 16, 832)  0          ['conv4_block19_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block19_1_conv (Conv2D)  (None, 16, 16, 128)  106496      ['conv4_block19_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block19_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block19_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block19_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block19_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block19_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block19_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block19_concat (Concaten  (None, 16, 16, 864)  0          ['conv4_block18_concat[0][0]',   \n"," ate)                                                             'conv4_block19_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block20_0_bn (BatchNorma  (None, 16, 16, 864)  3456       ['conv4_block19_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block20_0_relu (Activati  (None, 16, 16, 864)  0          ['conv4_block20_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block20_1_conv (Conv2D)  (None, 16, 16, 128)  110592      ['conv4_block20_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block20_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block20_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block20_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block20_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block20_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block20_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block20_concat (Concaten  (None, 16, 16, 896)  0          ['conv4_block19_concat[0][0]',   \n"," ate)                                                             'conv4_block20_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block21_0_bn (BatchNorma  (None, 16, 16, 896)  3584       ['conv4_block20_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block21_0_relu (Activati  (None, 16, 16, 896)  0          ['conv4_block21_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block21_1_conv (Conv2D)  (None, 16, 16, 128)  114688      ['conv4_block21_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block21_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block21_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block21_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block21_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block21_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block21_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block21_concat (Concaten  (None, 16, 16, 928)  0          ['conv4_block20_concat[0][0]',   \n"," ate)                                                             'conv4_block21_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block22_0_bn (BatchNorma  (None, 16, 16, 928)  3712       ['conv4_block21_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block22_0_relu (Activati  (None, 16, 16, 928)  0          ['conv4_block22_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block22_1_conv (Conv2D)  (None, 16, 16, 128)  118784      ['conv4_block22_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block22_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block22_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block22_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block22_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block22_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block22_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block22_concat (Concaten  (None, 16, 16, 960)  0          ['conv4_block21_concat[0][0]',   \n"," ate)                                                             'conv4_block22_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block23_0_bn (BatchNorma  (None, 16, 16, 960)  3840       ['conv4_block22_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block23_0_relu (Activati  (None, 16, 16, 960)  0          ['conv4_block23_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block23_1_conv (Conv2D)  (None, 16, 16, 128)  122880      ['conv4_block23_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block23_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block23_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block23_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block23_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block23_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block23_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block23_concat (Concaten  (None, 16, 16, 992)  0          ['conv4_block22_concat[0][0]',   \n"," ate)                                                             'conv4_block23_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block24_0_bn (BatchNorma  (None, 16, 16, 992)  3968       ['conv4_block23_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block24_0_relu (Activati  (None, 16, 16, 992)  0          ['conv4_block24_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block24_1_conv (Conv2D)  (None, 16, 16, 128)  126976      ['conv4_block24_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block24_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block24_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block24_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block24_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block24_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block24_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block24_concat (Concaten  (None, 16, 16, 1024  0          ['conv4_block23_concat[0][0]',   \n"," ate)                           )                                 'conv4_block24_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block25_0_bn (BatchNorma  (None, 16, 16, 1024  4096       ['conv4_block24_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block25_0_relu (Activati  (None, 16, 16, 1024  0          ['conv4_block25_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block25_1_conv (Conv2D)  (None, 16, 16, 128)  131072      ['conv4_block25_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block25_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block25_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block25_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block25_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block25_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block25_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block25_concat (Concaten  (None, 16, 16, 1056  0          ['conv4_block24_concat[0][0]',   \n"," ate)                           )                                 'conv4_block25_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block26_0_bn (BatchNorma  (None, 16, 16, 1056  4224       ['conv4_block25_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block26_0_relu (Activati  (None, 16, 16, 1056  0          ['conv4_block26_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block26_1_conv (Conv2D)  (None, 16, 16, 128)  135168      ['conv4_block26_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block26_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block26_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block26_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block26_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block26_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block26_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block26_concat (Concaten  (None, 16, 16, 1088  0          ['conv4_block25_concat[0][0]',   \n"," ate)                           )                                 'conv4_block26_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block27_0_bn (BatchNorma  (None, 16, 16, 1088  4352       ['conv4_block26_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block27_0_relu (Activati  (None, 16, 16, 1088  0          ['conv4_block27_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block27_1_conv (Conv2D)  (None, 16, 16, 128)  139264      ['conv4_block27_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block27_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block27_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block27_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block27_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block27_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block27_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block27_concat (Concaten  (None, 16, 16, 1120  0          ['conv4_block26_concat[0][0]',   \n"," ate)                           )                                 'conv4_block27_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block28_0_bn (BatchNorma  (None, 16, 16, 1120  4480       ['conv4_block27_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block28_0_relu (Activati  (None, 16, 16, 1120  0          ['conv4_block28_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block28_1_conv (Conv2D)  (None, 16, 16, 128)  143360      ['conv4_block28_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block28_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block28_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block28_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block28_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block28_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block28_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block28_concat (Concaten  (None, 16, 16, 1152  0          ['conv4_block27_concat[0][0]',   \n"," ate)                           )                                 'conv4_block28_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block29_0_bn (BatchNorma  (None, 16, 16, 1152  4608       ['conv4_block28_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block29_0_relu (Activati  (None, 16, 16, 1152  0          ['conv4_block29_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block29_1_conv (Conv2D)  (None, 16, 16, 128)  147456      ['conv4_block29_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block29_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block29_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block29_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block29_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block29_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block29_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block29_concat (Concaten  (None, 16, 16, 1184  0          ['conv4_block28_concat[0][0]',   \n"," ate)                           )                                 'conv4_block29_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block30_0_bn (BatchNorma  (None, 16, 16, 1184  4736       ['conv4_block29_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block30_0_relu (Activati  (None, 16, 16, 1184  0          ['conv4_block30_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block30_1_conv (Conv2D)  (None, 16, 16, 128)  151552      ['conv4_block30_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block30_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block30_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block30_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block30_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block30_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block30_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block30_concat (Concaten  (None, 16, 16, 1216  0          ['conv4_block29_concat[0][0]',   \n"," ate)                           )                                 'conv4_block30_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block31_0_bn (BatchNorma  (None, 16, 16, 1216  4864       ['conv4_block30_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block31_0_relu (Activati  (None, 16, 16, 1216  0          ['conv4_block31_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block31_1_conv (Conv2D)  (None, 16, 16, 128)  155648      ['conv4_block31_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block31_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block31_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block31_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block31_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block31_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block31_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block31_concat (Concaten  (None, 16, 16, 1248  0          ['conv4_block30_concat[0][0]',   \n"," ate)                           )                                 'conv4_block31_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block32_0_bn (BatchNorma  (None, 16, 16, 1248  4992       ['conv4_block31_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block32_0_relu (Activati  (None, 16, 16, 1248  0          ['conv4_block32_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block32_1_conv (Conv2D)  (None, 16, 16, 128)  159744      ['conv4_block32_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block32_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block32_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block32_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block32_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block32_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block32_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block32_concat (Concaten  (None, 16, 16, 1280  0          ['conv4_block31_concat[0][0]',   \n"," ate)                           )                                 'conv4_block32_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block33_0_bn (BatchNorma  (None, 16, 16, 1280  5120       ['conv4_block32_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block33_0_relu (Activati  (None, 16, 16, 1280  0          ['conv4_block33_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block33_1_conv (Conv2D)  (None, 16, 16, 128)  163840      ['conv4_block33_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block33_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block33_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block33_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block33_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block33_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block33_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block33_concat (Concaten  (None, 16, 16, 1312  0          ['conv4_block32_concat[0][0]',   \n"," ate)                           )                                 'conv4_block33_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block34_0_bn (BatchNorma  (None, 16, 16, 1312  5248       ['conv4_block33_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block34_0_relu (Activati  (None, 16, 16, 1312  0          ['conv4_block34_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block34_1_conv (Conv2D)  (None, 16, 16, 128)  167936      ['conv4_block34_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block34_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block34_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block34_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block34_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block34_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block34_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block34_concat (Concaten  (None, 16, 16, 1344  0          ['conv4_block33_concat[0][0]',   \n"," ate)                           )                                 'conv4_block34_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block35_0_bn (BatchNorma  (None, 16, 16, 1344  5376       ['conv4_block34_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block35_0_relu (Activati  (None, 16, 16, 1344  0          ['conv4_block35_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block35_1_conv (Conv2D)  (None, 16, 16, 128)  172032      ['conv4_block35_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block35_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block35_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block35_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block35_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block35_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block35_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block35_concat (Concaten  (None, 16, 16, 1376  0          ['conv4_block34_concat[0][0]',   \n"," ate)                           )                                 'conv4_block35_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block36_0_bn (BatchNorma  (None, 16, 16, 1376  5504       ['conv4_block35_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block36_0_relu (Activati  (None, 16, 16, 1376  0          ['conv4_block36_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block36_1_conv (Conv2D)  (None, 16, 16, 128)  176128      ['conv4_block36_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block36_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block36_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block36_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block36_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block36_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block36_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block36_concat (Concaten  (None, 16, 16, 1408  0          ['conv4_block35_concat[0][0]',   \n"," ate)                           )                                 'conv4_block36_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block37_0_bn (BatchNorma  (None, 16, 16, 1408  5632       ['conv4_block36_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block37_0_relu (Activati  (None, 16, 16, 1408  0          ['conv4_block37_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block37_1_conv (Conv2D)  (None, 16, 16, 128)  180224      ['conv4_block37_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block37_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block37_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block37_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block37_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block37_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block37_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block37_concat (Concaten  (None, 16, 16, 1440  0          ['conv4_block36_concat[0][0]',   \n"," ate)                           )                                 'conv4_block37_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block38_0_bn (BatchNorma  (None, 16, 16, 1440  5760       ['conv4_block37_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block38_0_relu (Activati  (None, 16, 16, 1440  0          ['conv4_block38_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block38_1_conv (Conv2D)  (None, 16, 16, 128)  184320      ['conv4_block38_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block38_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block38_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block38_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block38_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block38_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block38_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block38_concat (Concaten  (None, 16, 16, 1472  0          ['conv4_block37_concat[0][0]',   \n"," ate)                           )                                 'conv4_block38_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block39_0_bn (BatchNorma  (None, 16, 16, 1472  5888       ['conv4_block38_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block39_0_relu (Activati  (None, 16, 16, 1472  0          ['conv4_block39_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block39_1_conv (Conv2D)  (None, 16, 16, 128)  188416      ['conv4_block39_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block39_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block39_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block39_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block39_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block39_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block39_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block39_concat (Concaten  (None, 16, 16, 1504  0          ['conv4_block38_concat[0][0]',   \n"," ate)                           )                                 'conv4_block39_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block40_0_bn (BatchNorma  (None, 16, 16, 1504  6016       ['conv4_block39_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block40_0_relu (Activati  (None, 16, 16, 1504  0          ['conv4_block40_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block40_1_conv (Conv2D)  (None, 16, 16, 128)  192512      ['conv4_block40_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block40_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block40_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block40_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block40_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block40_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block40_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block40_concat (Concaten  (None, 16, 16, 1536  0          ['conv4_block39_concat[0][0]',   \n"," ate)                           )                                 'conv4_block40_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block41_0_bn (BatchNorma  (None, 16, 16, 1536  6144       ['conv4_block40_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block41_0_relu (Activati  (None, 16, 16, 1536  0          ['conv4_block41_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block41_1_conv (Conv2D)  (None, 16, 16, 128)  196608      ['conv4_block41_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block41_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block41_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block41_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block41_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block41_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block41_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block41_concat (Concaten  (None, 16, 16, 1568  0          ['conv4_block40_concat[0][0]',   \n"," ate)                           )                                 'conv4_block41_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block42_0_bn (BatchNorma  (None, 16, 16, 1568  6272       ['conv4_block41_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block42_0_relu (Activati  (None, 16, 16, 1568  0          ['conv4_block42_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block42_1_conv (Conv2D)  (None, 16, 16, 128)  200704      ['conv4_block42_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block42_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block42_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block42_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block42_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block42_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block42_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block42_concat (Concaten  (None, 16, 16, 1600  0          ['conv4_block41_concat[0][0]',   \n"," ate)                           )                                 'conv4_block42_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block43_0_bn (BatchNorma  (None, 16, 16, 1600  6400       ['conv4_block42_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block43_0_relu (Activati  (None, 16, 16, 1600  0          ['conv4_block43_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block43_1_conv (Conv2D)  (None, 16, 16, 128)  204800      ['conv4_block43_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block43_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block43_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block43_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block43_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block43_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block43_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block43_concat (Concaten  (None, 16, 16, 1632  0          ['conv4_block42_concat[0][0]',   \n"," ate)                           )                                 'conv4_block43_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block44_0_bn (BatchNorma  (None, 16, 16, 1632  6528       ['conv4_block43_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block44_0_relu (Activati  (None, 16, 16, 1632  0          ['conv4_block44_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block44_1_conv (Conv2D)  (None, 16, 16, 128)  208896      ['conv4_block44_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block44_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block44_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block44_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block44_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block44_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block44_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block44_concat (Concaten  (None, 16, 16, 1664  0          ['conv4_block43_concat[0][0]',   \n"," ate)                           )                                 'conv4_block44_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block45_0_bn (BatchNorma  (None, 16, 16, 1664  6656       ['conv4_block44_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block45_0_relu (Activati  (None, 16, 16, 1664  0          ['conv4_block45_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block45_1_conv (Conv2D)  (None, 16, 16, 128)  212992      ['conv4_block45_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block45_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block45_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block45_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block45_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block45_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block45_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block45_concat (Concaten  (None, 16, 16, 1696  0          ['conv4_block44_concat[0][0]',   \n"," ate)                           )                                 'conv4_block45_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block46_0_bn (BatchNorma  (None, 16, 16, 1696  6784       ['conv4_block45_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block46_0_relu (Activati  (None, 16, 16, 1696  0          ['conv4_block46_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block46_1_conv (Conv2D)  (None, 16, 16, 128)  217088      ['conv4_block46_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block46_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block46_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block46_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block46_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block46_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block46_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block46_concat (Concaten  (None, 16, 16, 1728  0          ['conv4_block45_concat[0][0]',   \n"," ate)                           )                                 'conv4_block46_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block47_0_bn (BatchNorma  (None, 16, 16, 1728  6912       ['conv4_block46_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block47_0_relu (Activati  (None, 16, 16, 1728  0          ['conv4_block47_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block47_1_conv (Conv2D)  (None, 16, 16, 128)  221184      ['conv4_block47_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block47_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block47_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block47_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block47_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block47_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block47_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block47_concat (Concaten  (None, 16, 16, 1760  0          ['conv4_block46_concat[0][0]',   \n"," ate)                           )                                 'conv4_block47_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block48_0_bn (BatchNorma  (None, 16, 16, 1760  7040       ['conv4_block47_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block48_0_relu (Activati  (None, 16, 16, 1760  0          ['conv4_block48_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block48_1_conv (Conv2D)  (None, 16, 16, 128)  225280      ['conv4_block48_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block48_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block48_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block48_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block48_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block48_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block48_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block48_concat (Concaten  (None, 16, 16, 1792  0          ['conv4_block47_concat[0][0]',   \n"," ate)                           )                                 'conv4_block48_2_conv[0][0]']   \n","                                                                                                  \n"," pool4_bn (BatchNormalization)  (None, 16, 16, 1792  7168        ['conv4_block48_concat[0][0]']   \n","                                )                                                                 \n","                                                                                                  \n"," pool4_relu (Activation)        (None, 16, 16, 1792  0           ['pool4_bn[0][0]']               \n","                                )                                                                 \n","                                                                                                  \n"," pool4_conv (Conv2D)            (None, 16, 16, 896)  1605632     ['pool4_relu[0][0]']             \n","                                                                                                  \n"," pool4_pool (AveragePooling2D)  (None, 8, 8, 896)    0           ['pool4_conv[0][0]']             \n","                                                                                                  \n"," conv5_block1_0_bn (BatchNormal  (None, 8, 8, 896)   3584        ['pool4_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block1_0_relu (Activatio  (None, 8, 8, 896)   0           ['conv5_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block1_1_conv (Conv2D)   (None, 8, 8, 128)    114688      ['conv5_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block1_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block1_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block1_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block1_concat (Concatena  (None, 8, 8, 928)   0           ['pool4_pool[0][0]',             \n"," te)                                                              'conv5_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block2_0_bn (BatchNormal  (None, 8, 8, 928)   3712        ['conv5_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block2_0_relu (Activatio  (None, 8, 8, 928)   0           ['conv5_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block2_1_conv (Conv2D)   (None, 8, 8, 128)    118784      ['conv5_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block2_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block2_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block2_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block2_concat (Concatena  (None, 8, 8, 960)   0           ['conv5_block1_concat[0][0]',    \n"," te)                                                              'conv5_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block3_0_bn (BatchNormal  (None, 8, 8, 960)   3840        ['conv5_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block3_0_relu (Activatio  (None, 8, 8, 960)   0           ['conv5_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block3_1_conv (Conv2D)   (None, 8, 8, 128)    122880      ['conv5_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block3_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block3_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block3_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block3_concat (Concatena  (None, 8, 8, 992)   0           ['conv5_block2_concat[0][0]',    \n"," te)                                                              'conv5_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block4_0_bn (BatchNormal  (None, 8, 8, 992)   3968        ['conv5_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block4_0_relu (Activatio  (None, 8, 8, 992)   0           ['conv5_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block4_1_conv (Conv2D)   (None, 8, 8, 128)    126976      ['conv5_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block4_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block4_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block4_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block4_concat (Concatena  (None, 8, 8, 1024)  0           ['conv5_block3_concat[0][0]',    \n"," te)                                                              'conv5_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block5_0_bn (BatchNormal  (None, 8, 8, 1024)  4096        ['conv5_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block5_0_relu (Activatio  (None, 8, 8, 1024)  0           ['conv5_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block5_1_conv (Conv2D)   (None, 8, 8, 128)    131072      ['conv5_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block5_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block5_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block5_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block5_concat (Concatena  (None, 8, 8, 1056)  0           ['conv5_block4_concat[0][0]',    \n"," te)                                                              'conv5_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block6_0_bn (BatchNormal  (None, 8, 8, 1056)  4224        ['conv5_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block6_0_relu (Activatio  (None, 8, 8, 1056)  0           ['conv5_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block6_1_conv (Conv2D)   (None, 8, 8, 128)    135168      ['conv5_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block6_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block6_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block6_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block6_concat (Concatena  (None, 8, 8, 1088)  0           ['conv5_block5_concat[0][0]',    \n"," te)                                                              'conv5_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block7_0_bn (BatchNormal  (None, 8, 8, 1088)  4352        ['conv5_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block7_0_relu (Activatio  (None, 8, 8, 1088)  0           ['conv5_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block7_1_conv (Conv2D)   (None, 8, 8, 128)    139264      ['conv5_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block7_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block7_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block7_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block7_concat (Concatena  (None, 8, 8, 1120)  0           ['conv5_block6_concat[0][0]',    \n"," te)                                                              'conv5_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block8_0_bn (BatchNormal  (None, 8, 8, 1120)  4480        ['conv5_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block8_0_relu (Activatio  (None, 8, 8, 1120)  0           ['conv5_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block8_1_conv (Conv2D)   (None, 8, 8, 128)    143360      ['conv5_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block8_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block8_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block8_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block8_concat (Concatena  (None, 8, 8, 1152)  0           ['conv5_block7_concat[0][0]',    \n"," te)                                                              'conv5_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block9_0_bn (BatchNormal  (None, 8, 8, 1152)  4608        ['conv5_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block9_0_relu (Activatio  (None, 8, 8, 1152)  0           ['conv5_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block9_1_conv (Conv2D)   (None, 8, 8, 128)    147456      ['conv5_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block9_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block9_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block9_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block9_concat (Concatena  (None, 8, 8, 1184)  0           ['conv5_block8_concat[0][0]',    \n"," te)                                                              'conv5_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block10_0_bn (BatchNorma  (None, 8, 8, 1184)  4736        ['conv5_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block10_0_relu (Activati  (None, 8, 8, 1184)  0           ['conv5_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block10_1_conv (Conv2D)  (None, 8, 8, 128)    151552      ['conv5_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block10_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block10_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block10_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block10_concat (Concaten  (None, 8, 8, 1216)  0           ['conv5_block9_concat[0][0]',    \n"," ate)                                                             'conv5_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block11_0_bn (BatchNorma  (None, 8, 8, 1216)  4864        ['conv5_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block11_0_relu (Activati  (None, 8, 8, 1216)  0           ['conv5_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block11_1_conv (Conv2D)  (None, 8, 8, 128)    155648      ['conv5_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block11_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block11_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block11_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block11_concat (Concaten  (None, 8, 8, 1248)  0           ['conv5_block10_concat[0][0]',   \n"," ate)                                                             'conv5_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block12_0_bn (BatchNorma  (None, 8, 8, 1248)  4992        ['conv5_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block12_0_relu (Activati  (None, 8, 8, 1248)  0           ['conv5_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block12_1_conv (Conv2D)  (None, 8, 8, 128)    159744      ['conv5_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block12_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block12_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block12_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block12_concat (Concaten  (None, 8, 8, 1280)  0           ['conv5_block11_concat[0][0]',   \n"," ate)                                                             'conv5_block12_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block13_0_bn (BatchNorma  (None, 8, 8, 1280)  5120        ['conv5_block12_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block13_0_relu (Activati  (None, 8, 8, 1280)  0           ['conv5_block13_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block13_1_conv (Conv2D)  (None, 8, 8, 128)    163840      ['conv5_block13_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block13_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block13_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block13_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block13_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block13_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block13_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block13_concat (Concaten  (None, 8, 8, 1312)  0           ['conv5_block12_concat[0][0]',   \n"," ate)                                                             'conv5_block13_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block14_0_bn (BatchNorma  (None, 8, 8, 1312)  5248        ['conv5_block13_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block14_0_relu (Activati  (None, 8, 8, 1312)  0           ['conv5_block14_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block14_1_conv (Conv2D)  (None, 8, 8, 128)    167936      ['conv5_block14_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block14_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block14_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block14_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block14_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block14_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block14_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block14_concat (Concaten  (None, 8, 8, 1344)  0           ['conv5_block13_concat[0][0]',   \n"," ate)                                                             'conv5_block14_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block15_0_bn (BatchNorma  (None, 8, 8, 1344)  5376        ['conv5_block14_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block15_0_relu (Activati  (None, 8, 8, 1344)  0           ['conv5_block15_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block15_1_conv (Conv2D)  (None, 8, 8, 128)    172032      ['conv5_block15_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block15_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block15_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block15_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block15_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block15_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block15_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block15_concat (Concaten  (None, 8, 8, 1376)  0           ['conv5_block14_concat[0][0]',   \n"," ate)                                                             'conv5_block15_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block16_0_bn (BatchNorma  (None, 8, 8, 1376)  5504        ['conv5_block15_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block16_0_relu (Activati  (None, 8, 8, 1376)  0           ['conv5_block16_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block16_1_conv (Conv2D)  (None, 8, 8, 128)    176128      ['conv5_block16_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block16_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block16_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block16_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block16_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block16_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block16_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block16_concat (Concaten  (None, 8, 8, 1408)  0           ['conv5_block15_concat[0][0]',   \n"," ate)                                                             'conv5_block16_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block17_0_bn (BatchNorma  (None, 8, 8, 1408)  5632        ['conv5_block16_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block17_0_relu (Activati  (None, 8, 8, 1408)  0           ['conv5_block17_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block17_1_conv (Conv2D)  (None, 8, 8, 128)    180224      ['conv5_block17_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block17_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block17_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block17_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block17_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block17_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block17_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block17_concat (Concaten  (None, 8, 8, 1440)  0           ['conv5_block16_concat[0][0]',   \n"," ate)                                                             'conv5_block17_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block18_0_bn (BatchNorma  (None, 8, 8, 1440)  5760        ['conv5_block17_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block18_0_relu (Activati  (None, 8, 8, 1440)  0           ['conv5_block18_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block18_1_conv (Conv2D)  (None, 8, 8, 128)    184320      ['conv5_block18_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block18_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block18_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block18_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block18_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block18_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block18_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block18_concat (Concaten  (None, 8, 8, 1472)  0           ['conv5_block17_concat[0][0]',   \n"," ate)                                                             'conv5_block18_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block19_0_bn (BatchNorma  (None, 8, 8, 1472)  5888        ['conv5_block18_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block19_0_relu (Activati  (None, 8, 8, 1472)  0           ['conv5_block19_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block19_1_conv (Conv2D)  (None, 8, 8, 128)    188416      ['conv5_block19_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block19_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block19_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block19_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block19_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block19_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block19_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block19_concat (Concaten  (None, 8, 8, 1504)  0           ['conv5_block18_concat[0][0]',   \n"," ate)                                                             'conv5_block19_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block20_0_bn (BatchNorma  (None, 8, 8, 1504)  6016        ['conv5_block19_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block20_0_relu (Activati  (None, 8, 8, 1504)  0           ['conv5_block20_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block20_1_conv (Conv2D)  (None, 8, 8, 128)    192512      ['conv5_block20_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block20_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block20_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block20_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block20_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block20_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block20_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block20_concat (Concaten  (None, 8, 8, 1536)  0           ['conv5_block19_concat[0][0]',   \n"," ate)                                                             'conv5_block20_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block21_0_bn (BatchNorma  (None, 8, 8, 1536)  6144        ['conv5_block20_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block21_0_relu (Activati  (None, 8, 8, 1536)  0           ['conv5_block21_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block21_1_conv (Conv2D)  (None, 8, 8, 128)    196608      ['conv5_block21_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block21_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block21_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block21_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block21_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block21_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block21_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block21_concat (Concaten  (None, 8, 8, 1568)  0           ['conv5_block20_concat[0][0]',   \n"," ate)                                                             'conv5_block21_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block22_0_bn (BatchNorma  (None, 8, 8, 1568)  6272        ['conv5_block21_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block22_0_relu (Activati  (None, 8, 8, 1568)  0           ['conv5_block22_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block22_1_conv (Conv2D)  (None, 8, 8, 128)    200704      ['conv5_block22_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block22_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block22_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block22_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block22_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block22_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block22_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block22_concat (Concaten  (None, 8, 8, 1600)  0           ['conv5_block21_concat[0][0]',   \n"," ate)                                                             'conv5_block22_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block23_0_bn (BatchNorma  (None, 8, 8, 1600)  6400        ['conv5_block22_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block23_0_relu (Activati  (None, 8, 8, 1600)  0           ['conv5_block23_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block23_1_conv (Conv2D)  (None, 8, 8, 128)    204800      ['conv5_block23_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block23_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block23_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block23_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block23_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block23_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block23_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block23_concat (Concaten  (None, 8, 8, 1632)  0           ['conv5_block22_concat[0][0]',   \n"," ate)                                                             'conv5_block23_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block24_0_bn (BatchNorma  (None, 8, 8, 1632)  6528        ['conv5_block23_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block24_0_relu (Activati  (None, 8, 8, 1632)  0           ['conv5_block24_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block24_1_conv (Conv2D)  (None, 8, 8, 128)    208896      ['conv5_block24_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block24_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block24_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block24_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block24_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block24_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block24_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block24_concat (Concaten  (None, 8, 8, 1664)  0           ['conv5_block23_concat[0][0]',   \n"," ate)                                                             'conv5_block24_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block25_0_bn (BatchNorma  (None, 8, 8, 1664)  6656        ['conv5_block24_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block25_0_relu (Activati  (None, 8, 8, 1664)  0           ['conv5_block25_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block25_1_conv (Conv2D)  (None, 8, 8, 128)    212992      ['conv5_block25_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block25_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block25_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block25_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block25_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block25_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block25_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block25_concat (Concaten  (None, 8, 8, 1696)  0           ['conv5_block24_concat[0][0]',   \n"," ate)                                                             'conv5_block25_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block26_0_bn (BatchNorma  (None, 8, 8, 1696)  6784        ['conv5_block25_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block26_0_relu (Activati  (None, 8, 8, 1696)  0           ['conv5_block26_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block26_1_conv (Conv2D)  (None, 8, 8, 128)    217088      ['conv5_block26_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block26_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block26_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block26_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block26_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block26_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block26_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block26_concat (Concaten  (None, 8, 8, 1728)  0           ['conv5_block25_concat[0][0]',   \n"," ate)                                                             'conv5_block26_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block27_0_bn (BatchNorma  (None, 8, 8, 1728)  6912        ['conv5_block26_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block27_0_relu (Activati  (None, 8, 8, 1728)  0           ['conv5_block27_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block27_1_conv (Conv2D)  (None, 8, 8, 128)    221184      ['conv5_block27_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block27_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block27_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block27_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block27_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block27_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block27_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block27_concat (Concaten  (None, 8, 8, 1760)  0           ['conv5_block26_concat[0][0]',   \n"," ate)                                                             'conv5_block27_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block28_0_bn (BatchNorma  (None, 8, 8, 1760)  7040        ['conv5_block27_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block28_0_relu (Activati  (None, 8, 8, 1760)  0           ['conv5_block28_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block28_1_conv (Conv2D)  (None, 8, 8, 128)    225280      ['conv5_block28_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block28_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block28_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block28_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block28_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block28_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block28_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block28_concat (Concaten  (None, 8, 8, 1792)  0           ['conv5_block27_concat[0][0]',   \n"," ate)                                                             'conv5_block28_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block29_0_bn (BatchNorma  (None, 8, 8, 1792)  7168        ['conv5_block28_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block29_0_relu (Activati  (None, 8, 8, 1792)  0           ['conv5_block29_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block29_1_conv (Conv2D)  (None, 8, 8, 128)    229376      ['conv5_block29_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block29_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block29_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block29_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block29_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block29_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block29_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block29_concat (Concaten  (None, 8, 8, 1824)  0           ['conv5_block28_concat[0][0]',   \n"," ate)                                                             'conv5_block29_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block30_0_bn (BatchNorma  (None, 8, 8, 1824)  7296        ['conv5_block29_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block30_0_relu (Activati  (None, 8, 8, 1824)  0           ['conv5_block30_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block30_1_conv (Conv2D)  (None, 8, 8, 128)    233472      ['conv5_block30_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block30_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block30_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block30_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block30_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block30_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block30_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block30_concat (Concaten  (None, 8, 8, 1856)  0           ['conv5_block29_concat[0][0]',   \n"," ate)                                                             'conv5_block30_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block31_0_bn (BatchNorma  (None, 8, 8, 1856)  7424        ['conv5_block30_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block31_0_relu (Activati  (None, 8, 8, 1856)  0           ['conv5_block31_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block31_1_conv (Conv2D)  (None, 8, 8, 128)    237568      ['conv5_block31_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block31_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block31_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block31_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block31_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block31_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block31_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block31_concat (Concaten  (None, 8, 8, 1888)  0           ['conv5_block30_concat[0][0]',   \n"," ate)                                                             'conv5_block31_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block32_0_bn (BatchNorma  (None, 8, 8, 1888)  7552        ['conv5_block31_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block32_0_relu (Activati  (None, 8, 8, 1888)  0           ['conv5_block32_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block32_1_conv (Conv2D)  (None, 8, 8, 128)    241664      ['conv5_block32_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block32_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block32_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block32_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block32_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block32_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block32_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block32_concat (Concaten  (None, 8, 8, 1920)  0           ['conv5_block31_concat[0][0]',   \n"," ate)                                                             'conv5_block32_2_conv[0][0]']   \n","                                                                                                  \n"," bn (BatchNormalization)        (None, 8, 8, 1920)   7680        ['conv5_block32_concat[0][0]']   \n","                                                                                                  \n"," relu (Activation)              (None, 8, 8, 1920)   0           ['bn[0][0]']                     \n","                                                                                                  \n","==================================================================================================\n","Total params: 18,321,984\n","Trainable params: 18,092,928\n","Non-trainable params: 229,056\n","__________________________________________________________________________________________________\n"]}],"source":["# print model summary\n","basemodel.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"EN_NR37Z07Z-"},"outputs":[],"source":["# Freeze the basemodel weights (supaya weight tdk berubah saat training)\n","basemodel.trainable = False"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"utpCBuch5K5j"},"outputs":[],"source":["# Add classification head to the model\n","headmodel = basemodel.output\n","headmodel = GlobalAveragePooling2D(name ='global_average_pool')(headmodel)\n","headmodel = Flatten(name= 'flatten')(headmodel)\n","headmodel = Dense(256, activation = 'relu', name = 'dense_1')(headmodel)\n","headmodel = Dropout(0.3)(headmodel)\n","headmodel = Dense(128, activation = 'relu', name = 'dense_2')(headmodel)\n","headmodel = Dropout(0.3)(headmodel)\n","headmodel = Dense(6, activation = 'softmax', name = 'dense_3')(headmodel)\n","\n","model = Model(inputs = basemodel.input, outputs = headmodel)"]},{"cell_type":"markdown","metadata":{"id":"mv5gK4Yjztgt"},"source":["# COMPILE AND TRAIN DEEP LEARNING MODEL"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"L02vuv875Uv7"},"outputs":[],"source":["# compile modelnya\n","\n","model.compile(loss = 'categorical_crossentropy', \n","              optimizer = SGD(learning_rate =0.01, momentum =0.9),\n","              metrics=['accuracy'])\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"wNwcURek5YnQ"},"outputs":[],"source":["earlystopping = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=15)\n","\n","checkpointer = ModelCheckpoint(filepath=\"weights.hdf5\", verbose=1, save_best_only=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1672964,"status":"ok","timestamp":1646104695600,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"UWlcUKekAcza","outputId":"9c722332-4894-4412-8ff3-0fd483d94bec"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/19\n","20/20 [==============================] - ETA: 0s - loss: 1.6069 - accuracy: 0.3439\n","Epoch 1: val_loss improved from inf to 1.12737, saving model to weights.hdf5\n","20/20 [==============================] - 105s 5s/step - loss: 1.6069 - accuracy: 0.3439 - val_loss: 1.1274 - val_accuracy: 0.6056\n","Epoch 2/19\n","20/20 [==============================] - ETA: 0s - loss: 1.1835 - accuracy: 0.5512\n","Epoch 2: val_loss improved from 1.12737 to 0.86559, saving model to weights.hdf5\n","20/20 [==============================] - 92s 5s/step - loss: 1.1835 - accuracy: 0.5512 - val_loss: 0.8656 - val_accuracy: 0.6639\n","Epoch 3/19\n","20/20 [==============================] - ETA: 0s - loss: 0.9961 - accuracy: 0.6332\n","Epoch 3: val_loss improved from 0.86559 to 0.83436, saving model to weights.hdf5\n","20/20 [==============================] - 88s 4s/step - loss: 0.9961 - accuracy: 0.6332 - val_loss: 0.8344 - val_accuracy: 0.6833\n","Epoch 4/19\n","20/20 [==============================] - ETA: 0s - loss: 0.9215 - accuracy: 0.6510\n","Epoch 4: val_loss did not improve from 0.83436\n","20/20 [==============================] - 86s 4s/step - loss: 0.9215 - accuracy: 0.6510 - val_loss: 0.8613 - val_accuracy: 0.6889\n","Epoch 5/19\n","20/20 [==============================] - ETA: 0s - loss: 0.8532 - accuracy: 0.6751\n","Epoch 5: val_loss improved from 0.83436 to 0.77972, saving model to weights.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.8532 - accuracy: 0.6751 - val_loss: 0.7797 - val_accuracy: 0.7083\n","Epoch 6/19\n","20/20 [==============================] - ETA: 0s - loss: 0.8043 - accuracy: 0.7030\n","Epoch 6: val_loss improved from 0.77972 to 0.66754, saving model to weights.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.8043 - accuracy: 0.7030 - val_loss: 0.6675 - val_accuracy: 0.7306\n","Epoch 7/19\n","20/20 [==============================] - ETA: 0s - loss: 0.7938 - accuracy: 0.6916\n","Epoch 7: val_loss improved from 0.66754 to 0.58732, saving model to weights.hdf5\n","20/20 [==============================] - 89s 4s/step - loss: 0.7938 - accuracy: 0.6916 - val_loss: 0.5873 - val_accuracy: 0.7722\n","Epoch 8/19\n","20/20 [==============================] - ETA: 0s - loss: 0.7269 - accuracy: 0.7195\n","Epoch 8: val_loss did not improve from 0.58732\n","20/20 [==============================] - 87s 4s/step - loss: 0.7269 - accuracy: 0.7195 - val_loss: 0.6024 - val_accuracy: 0.7778\n","Epoch 9/19\n","20/20 [==============================] - ETA: 0s - loss: 0.6653 - accuracy: 0.7640\n","Epoch 9: val_loss improved from 0.58732 to 0.52846, saving model to weights.hdf5\n","20/20 [==============================] - 89s 5s/step - loss: 0.6653 - accuracy: 0.7640 - val_loss: 0.5285 - val_accuracy: 0.8139\n","Epoch 10/19\n","20/20 [==============================] - ETA: 0s - loss: 0.6378 - accuracy: 0.7614\n","Epoch 10: val_loss improved from 0.52846 to 0.50014, saving model to weights.hdf5\n","20/20 [==============================] - 87s 4s/step - loss: 0.6378 - accuracy: 0.7614 - val_loss: 0.5001 - val_accuracy: 0.8222\n","Epoch 11/19\n","20/20 [==============================] - ETA: 0s - loss: 0.6300 - accuracy: 0.7602\n","Epoch 11: val_loss improved from 0.50014 to 0.45513, saving model to weights.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.6300 - accuracy: 0.7602 - val_loss: 0.4551 - val_accuracy: 0.8417\n","Epoch 12/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5749 - accuracy: 0.7817\n","Epoch 12: val_loss improved from 0.45513 to 0.41082, saving model to weights.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.5749 - accuracy: 0.7817 - val_loss: 0.4108 - val_accuracy: 0.8583\n","Epoch 13/19\n","20/20 [==============================] - ETA: 0s - loss: 0.6137 - accuracy: 0.7779\n","Epoch 13: val_loss did not improve from 0.41082\n","20/20 [==============================] - 88s 5s/step - loss: 0.6137 - accuracy: 0.7779 - val_loss: 0.4408 - val_accuracy: 0.8500\n","Epoch 14/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5513 - accuracy: 0.7830\n","Epoch 14: val_loss improved from 0.41082 to 0.36559, saving model to weights.hdf5\n","20/20 [==============================] - 91s 5s/step - loss: 0.5513 - accuracy: 0.7830 - val_loss: 0.3656 - val_accuracy: 0.8750\n","Epoch 15/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5701 - accuracy: 0.7919\n","Epoch 15: val_loss did not improve from 0.36559\n","20/20 [==============================] - 89s 5s/step - loss: 0.5701 - accuracy: 0.7919 - val_loss: 0.4282 - val_accuracy: 0.8528\n","Epoch 16/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5339 - accuracy: 0.7944\n","Epoch 16: val_loss did not improve from 0.36559\n","20/20 [==============================] - 88s 5s/step - loss: 0.5339 - accuracy: 0.7944 - val_loss: 0.3806 - val_accuracy: 0.8556\n","Epoch 17/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5270 - accuracy: 0.7995\n","Epoch 17: val_loss did not improve from 0.36559\n","20/20 [==============================] - 88s 4s/step - loss: 0.5270 - accuracy: 0.7995 - val_loss: 0.4569 - val_accuracy: 0.8000\n","Epoch 18/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5530 - accuracy: 0.7779\n","Epoch 18: val_loss did not improve from 0.36559\n","20/20 [==============================] - 88s 4s/step - loss: 0.5530 - accuracy: 0.7779 - val_loss: 0.4542 - val_accuracy: 0.8417\n","Epoch 19/19\n","20/20 [==============================] - ETA: 0s - loss: 0.5127 - accuracy: 0.8008\n","Epoch 19: val_loss did not improve from 0.36559\n","20/20 [==============================] - 89s 5s/step - loss: 0.5127 - accuracy: 0.8008 - val_loss: 0.3808 - val_accuracy: 0.8417\n"]}],"source":["history = model.fit(train_generator, \n","                    steps_per_epoch= train_generator.n // 40, epochs = 19, \n","                    validation_data= train_generator, \n","                    validation_steps= len(test_generator), \n","                    callbacks=[checkpointer, earlystopping])\n"]},{"cell_type":"markdown","metadata":{"id":"5XsIk6XQz3fH"},"source":["# FINE TUNE THE TRAINED MODEL"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"f8Vg55sU6N7s"},"outputs":[],"source":["# unfreeze the weights di base model\n","basemodel.trainable = True"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":50192,"status":"ok","timestamp":1646104745032,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"RijFgtp_H3w2","outputId":"8e934334-4a61-413f-fe34-2f237ca02f91"},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"model\"\n","__________________________________________________________________________________________________\n"," Layer (type)                   Output Shape         Param #     Connected to                     \n","==================================================================================================\n"," input_1 (InputLayer)           [(None, 256, 256, 3  0           []                               \n","                                )]                                                                \n","                                                                                                  \n"," zero_padding2d (ZeroPadding2D)  (None, 262, 262, 3)  0          ['input_1[0][0]']                \n","                                                                                                  \n"," conv1/conv (Conv2D)            (None, 128, 128, 64  9408        ['zero_padding2d[0][0]']         \n","                                )                                                                 \n","                                                                                                  \n"," conv1/bn (BatchNormalization)  (None, 128, 128, 64  256         ['conv1/conv[0][0]']             \n","                                )                                                                 \n","                                                                                                  \n"," conv1/relu (Activation)        (None, 128, 128, 64  0           ['conv1/bn[0][0]']               \n","                                )                                                                 \n","                                                                                                  \n"," zero_padding2d_1 (ZeroPadding2  (None, 130, 130, 64  0          ['conv1/relu[0][0]']             \n"," D)                             )                                                                 \n","                                                                                                  \n"," pool1 (MaxPooling2D)           (None, 64, 64, 64)   0           ['zero_padding2d_1[0][0]']       \n","                                                                                                  \n"," conv2_block1_0_bn (BatchNormal  (None, 64, 64, 64)  256         ['pool1[0][0]']                  \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block1_0_relu (Activatio  (None, 64, 64, 64)  0           ['conv2_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block1_1_conv (Conv2D)   (None, 64, 64, 128)  8192        ['conv2_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block1_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block1_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block1_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block1_concat (Concatena  (None, 64, 64, 96)  0           ['pool1[0][0]',                  \n"," te)                                                              'conv2_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block2_0_bn (BatchNormal  (None, 64, 64, 96)  384         ['conv2_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block2_0_relu (Activatio  (None, 64, 64, 96)  0           ['conv2_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block2_1_conv (Conv2D)   (None, 64, 64, 128)  12288       ['conv2_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block2_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block2_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block2_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block2_concat (Concatena  (None, 64, 64, 128)  0          ['conv2_block1_concat[0][0]',    \n"," te)                                                              'conv2_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block3_0_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block3_0_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block3_1_conv (Conv2D)   (None, 64, 64, 128)  16384       ['conv2_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block3_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block3_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block3_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block3_concat (Concatena  (None, 64, 64, 160)  0          ['conv2_block2_concat[0][0]',    \n"," te)                                                              'conv2_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block4_0_bn (BatchNormal  (None, 64, 64, 160)  640        ['conv2_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block4_0_relu (Activatio  (None, 64, 64, 160)  0          ['conv2_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block4_1_conv (Conv2D)   (None, 64, 64, 128)  20480       ['conv2_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block4_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block4_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block4_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block4_concat (Concatena  (None, 64, 64, 192)  0          ['conv2_block3_concat[0][0]',    \n"," te)                                                              'conv2_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block5_0_bn (BatchNormal  (None, 64, 64, 192)  768        ['conv2_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block5_0_relu (Activatio  (None, 64, 64, 192)  0          ['conv2_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block5_1_conv (Conv2D)   (None, 64, 64, 128)  24576       ['conv2_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block5_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block5_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block5_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block5_concat (Concatena  (None, 64, 64, 224)  0          ['conv2_block4_concat[0][0]',    \n"," te)                                                              'conv2_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv2_block6_0_bn (BatchNormal  (None, 64, 64, 224)  896        ['conv2_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block6_0_relu (Activatio  (None, 64, 64, 224)  0          ['conv2_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block6_1_conv (Conv2D)   (None, 64, 64, 128)  28672       ['conv2_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv2_block6_1_bn (BatchNormal  (None, 64, 64, 128)  512        ['conv2_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv2_block6_1_relu (Activatio  (None, 64, 64, 128)  0          ['conv2_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv2_block6_2_conv (Conv2D)   (None, 64, 64, 32)   36864       ['conv2_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv2_block6_concat (Concatena  (None, 64, 64, 256)  0          ['conv2_block5_concat[0][0]',    \n"," te)                                                              'conv2_block6_2_conv[0][0]']    \n","                                                                                                  \n"," pool2_bn (BatchNormalization)  (None, 64, 64, 256)  1024        ['conv2_block6_concat[0][0]']    \n","                                                                                                  \n"," pool2_relu (Activation)        (None, 64, 64, 256)  0           ['pool2_bn[0][0]']               \n","                                                                                                  \n"," pool2_conv (Conv2D)            (None, 64, 64, 128)  32768       ['pool2_relu[0][0]']             \n","                                                                                                  \n"," pool2_pool (AveragePooling2D)  (None, 32, 32, 128)  0           ['pool2_conv[0][0]']             \n","                                                                                                  \n"," conv3_block1_0_bn (BatchNormal  (None, 32, 32, 128)  512        ['pool2_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block1_0_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block1_1_conv (Conv2D)   (None, 32, 32, 128)  16384       ['conv3_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block1_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block1_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block1_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block1_concat (Concatena  (None, 32, 32, 160)  0          ['pool2_pool[0][0]',             \n"," te)                                                              'conv3_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block2_0_bn (BatchNormal  (None, 32, 32, 160)  640        ['conv3_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block2_0_relu (Activatio  (None, 32, 32, 160)  0          ['conv3_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block2_1_conv (Conv2D)   (None, 32, 32, 128)  20480       ['conv3_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block2_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block2_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block2_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block2_concat (Concatena  (None, 32, 32, 192)  0          ['conv3_block1_concat[0][0]',    \n"," te)                                                              'conv3_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block3_0_bn (BatchNormal  (None, 32, 32, 192)  768        ['conv3_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block3_0_relu (Activatio  (None, 32, 32, 192)  0          ['conv3_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block3_1_conv (Conv2D)   (None, 32, 32, 128)  24576       ['conv3_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block3_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block3_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block3_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block3_concat (Concatena  (None, 32, 32, 224)  0          ['conv3_block2_concat[0][0]',    \n"," te)                                                              'conv3_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block4_0_bn (BatchNormal  (None, 32, 32, 224)  896        ['conv3_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block4_0_relu (Activatio  (None, 32, 32, 224)  0          ['conv3_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block4_1_conv (Conv2D)   (None, 32, 32, 128)  28672       ['conv3_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block4_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block4_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block4_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block4_concat (Concatena  (None, 32, 32, 256)  0          ['conv3_block3_concat[0][0]',    \n"," te)                                                              'conv3_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block5_0_bn (BatchNormal  (None, 32, 32, 256)  1024       ['conv3_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block5_0_relu (Activatio  (None, 32, 32, 256)  0          ['conv3_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block5_1_conv (Conv2D)   (None, 32, 32, 128)  32768       ['conv3_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block5_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block5_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block5_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block5_concat (Concatena  (None, 32, 32, 288)  0          ['conv3_block4_concat[0][0]',    \n"," te)                                                              'conv3_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block6_0_bn (BatchNormal  (None, 32, 32, 288)  1152       ['conv3_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block6_0_relu (Activatio  (None, 32, 32, 288)  0          ['conv3_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block6_1_conv (Conv2D)   (None, 32, 32, 128)  36864       ['conv3_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block6_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block6_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block6_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block6_concat (Concatena  (None, 32, 32, 320)  0          ['conv3_block5_concat[0][0]',    \n"," te)                                                              'conv3_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block7_0_bn (BatchNormal  (None, 32, 32, 320)  1280       ['conv3_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block7_0_relu (Activatio  (None, 32, 32, 320)  0          ['conv3_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block7_1_conv (Conv2D)   (None, 32, 32, 128)  40960       ['conv3_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block7_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block7_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block7_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block7_concat (Concatena  (None, 32, 32, 352)  0          ['conv3_block6_concat[0][0]',    \n"," te)                                                              'conv3_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block8_0_bn (BatchNormal  (None, 32, 32, 352)  1408       ['conv3_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block8_0_relu (Activatio  (None, 32, 32, 352)  0          ['conv3_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block8_1_conv (Conv2D)   (None, 32, 32, 128)  45056       ['conv3_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block8_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block8_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block8_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block8_concat (Concatena  (None, 32, 32, 384)  0          ['conv3_block7_concat[0][0]',    \n"," te)                                                              'conv3_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block9_0_bn (BatchNormal  (None, 32, 32, 384)  1536       ['conv3_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block9_0_relu (Activatio  (None, 32, 32, 384)  0          ['conv3_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block9_1_conv (Conv2D)   (None, 32, 32, 128)  49152       ['conv3_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv3_block9_1_bn (BatchNormal  (None, 32, 32, 128)  512        ['conv3_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv3_block9_1_relu (Activatio  (None, 32, 32, 128)  0          ['conv3_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv3_block9_2_conv (Conv2D)   (None, 32, 32, 32)   36864       ['conv3_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv3_block9_concat (Concatena  (None, 32, 32, 416)  0          ['conv3_block8_concat[0][0]',    \n"," te)                                                              'conv3_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv3_block10_0_bn (BatchNorma  (None, 32, 32, 416)  1664       ['conv3_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block10_0_relu (Activati  (None, 32, 32, 416)  0          ['conv3_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block10_1_conv (Conv2D)  (None, 32, 32, 128)  53248       ['conv3_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block10_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block10_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block10_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block10_concat (Concaten  (None, 32, 32, 448)  0          ['conv3_block9_concat[0][0]',    \n"," ate)                                                             'conv3_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv3_block11_0_bn (BatchNorma  (None, 32, 32, 448)  1792       ['conv3_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block11_0_relu (Activati  (None, 32, 32, 448)  0          ['conv3_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block11_1_conv (Conv2D)  (None, 32, 32, 128)  57344       ['conv3_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block11_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block11_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block11_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block11_concat (Concaten  (None, 32, 32, 480)  0          ['conv3_block10_concat[0][0]',   \n"," ate)                                                             'conv3_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv3_block12_0_bn (BatchNorma  (None, 32, 32, 480)  1920       ['conv3_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block12_0_relu (Activati  (None, 32, 32, 480)  0          ['conv3_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block12_1_conv (Conv2D)  (None, 32, 32, 128)  61440       ['conv3_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv3_block12_1_bn (BatchNorma  (None, 32, 32, 128)  512        ['conv3_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv3_block12_1_relu (Activati  (None, 32, 32, 128)  0          ['conv3_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv3_block12_2_conv (Conv2D)  (None, 32, 32, 32)   36864       ['conv3_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv3_block12_concat (Concaten  (None, 32, 32, 512)  0          ['conv3_block11_concat[0][0]',   \n"," ate)                                                             'conv3_block12_2_conv[0][0]']   \n","                                                                                                  \n"," pool3_bn (BatchNormalization)  (None, 32, 32, 512)  2048        ['conv3_block12_concat[0][0]']   \n","                                                                                                  \n"," pool3_relu (Activation)        (None, 32, 32, 512)  0           ['pool3_bn[0][0]']               \n","                                                                                                  \n"," pool3_conv (Conv2D)            (None, 32, 32, 256)  131072      ['pool3_relu[0][0]']             \n","                                                                                                  \n"," pool3_pool (AveragePooling2D)  (None, 16, 16, 256)  0           ['pool3_conv[0][0]']             \n","                                                                                                  \n"," conv4_block1_0_bn (BatchNormal  (None, 16, 16, 256)  1024       ['pool3_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block1_0_relu (Activatio  (None, 16, 16, 256)  0          ['conv4_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block1_1_conv (Conv2D)   (None, 16, 16, 128)  32768       ['conv4_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block1_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block1_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block1_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block1_concat (Concatena  (None, 16, 16, 288)  0          ['pool3_pool[0][0]',             \n"," te)                                                              'conv4_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block2_0_bn (BatchNormal  (None, 16, 16, 288)  1152       ['conv4_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block2_0_relu (Activatio  (None, 16, 16, 288)  0          ['conv4_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block2_1_conv (Conv2D)   (None, 16, 16, 128)  36864       ['conv4_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block2_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block2_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block2_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block2_concat (Concatena  (None, 16, 16, 320)  0          ['conv4_block1_concat[0][0]',    \n"," te)                                                              'conv4_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block3_0_bn (BatchNormal  (None, 16, 16, 320)  1280       ['conv4_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block3_0_relu (Activatio  (None, 16, 16, 320)  0          ['conv4_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block3_1_conv (Conv2D)   (None, 16, 16, 128)  40960       ['conv4_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block3_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block3_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block3_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block3_concat (Concatena  (None, 16, 16, 352)  0          ['conv4_block2_concat[0][0]',    \n"," te)                                                              'conv4_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block4_0_bn (BatchNormal  (None, 16, 16, 352)  1408       ['conv4_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block4_0_relu (Activatio  (None, 16, 16, 352)  0          ['conv4_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block4_1_conv (Conv2D)   (None, 16, 16, 128)  45056       ['conv4_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block4_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block4_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block4_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block4_concat (Concatena  (None, 16, 16, 384)  0          ['conv4_block3_concat[0][0]',    \n"," te)                                                              'conv4_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block5_0_bn (BatchNormal  (None, 16, 16, 384)  1536       ['conv4_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block5_0_relu (Activatio  (None, 16, 16, 384)  0          ['conv4_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block5_1_conv (Conv2D)   (None, 16, 16, 128)  49152       ['conv4_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block5_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block5_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block5_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block5_concat (Concatena  (None, 16, 16, 416)  0          ['conv4_block4_concat[0][0]',    \n"," te)                                                              'conv4_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block6_0_bn (BatchNormal  (None, 16, 16, 416)  1664       ['conv4_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block6_0_relu (Activatio  (None, 16, 16, 416)  0          ['conv4_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block6_1_conv (Conv2D)   (None, 16, 16, 128)  53248       ['conv4_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block6_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block6_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block6_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block6_concat (Concatena  (None, 16, 16, 448)  0          ['conv4_block5_concat[0][0]',    \n"," te)                                                              'conv4_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block7_0_bn (BatchNormal  (None, 16, 16, 448)  1792       ['conv4_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block7_0_relu (Activatio  (None, 16, 16, 448)  0          ['conv4_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block7_1_conv (Conv2D)   (None, 16, 16, 128)  57344       ['conv4_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block7_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block7_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block7_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block7_concat (Concatena  (None, 16, 16, 480)  0          ['conv4_block6_concat[0][0]',    \n"," te)                                                              'conv4_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block8_0_bn (BatchNormal  (None, 16, 16, 480)  1920       ['conv4_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block8_0_relu (Activatio  (None, 16, 16, 480)  0          ['conv4_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block8_1_conv (Conv2D)   (None, 16, 16, 128)  61440       ['conv4_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block8_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block8_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block8_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block8_concat (Concatena  (None, 16, 16, 512)  0          ['conv4_block7_concat[0][0]',    \n"," te)                                                              'conv4_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block9_0_bn (BatchNormal  (None, 16, 16, 512)  2048       ['conv4_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block9_0_relu (Activatio  (None, 16, 16, 512)  0          ['conv4_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block9_1_conv (Conv2D)   (None, 16, 16, 128)  65536       ['conv4_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv4_block9_1_bn (BatchNormal  (None, 16, 16, 128)  512        ['conv4_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv4_block9_1_relu (Activatio  (None, 16, 16, 128)  0          ['conv4_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv4_block9_2_conv (Conv2D)   (None, 16, 16, 32)   36864       ['conv4_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv4_block9_concat (Concatena  (None, 16, 16, 544)  0          ['conv4_block8_concat[0][0]',    \n"," te)                                                              'conv4_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv4_block10_0_bn (BatchNorma  (None, 16, 16, 544)  2176       ['conv4_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block10_0_relu (Activati  (None, 16, 16, 544)  0          ['conv4_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block10_1_conv (Conv2D)  (None, 16, 16, 128)  69632       ['conv4_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block10_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block10_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block10_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block10_concat (Concaten  (None, 16, 16, 576)  0          ['conv4_block9_concat[0][0]',    \n"," ate)                                                             'conv4_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block11_0_bn (BatchNorma  (None, 16, 16, 576)  2304       ['conv4_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block11_0_relu (Activati  (None, 16, 16, 576)  0          ['conv4_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block11_1_conv (Conv2D)  (None, 16, 16, 128)  73728       ['conv4_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block11_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block11_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block11_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block11_concat (Concaten  (None, 16, 16, 608)  0          ['conv4_block10_concat[0][0]',   \n"," ate)                                                             'conv4_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block12_0_bn (BatchNorma  (None, 16, 16, 608)  2432       ['conv4_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block12_0_relu (Activati  (None, 16, 16, 608)  0          ['conv4_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block12_1_conv (Conv2D)  (None, 16, 16, 128)  77824       ['conv4_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block12_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block12_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block12_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block12_concat (Concaten  (None, 16, 16, 640)  0          ['conv4_block11_concat[0][0]',   \n"," ate)                                                             'conv4_block12_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block13_0_bn (BatchNorma  (None, 16, 16, 640)  2560       ['conv4_block12_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block13_0_relu (Activati  (None, 16, 16, 640)  0          ['conv4_block13_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block13_1_conv (Conv2D)  (None, 16, 16, 128)  81920       ['conv4_block13_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block13_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block13_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block13_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block13_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block13_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block13_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block13_concat (Concaten  (None, 16, 16, 672)  0          ['conv4_block12_concat[0][0]',   \n"," ate)                                                             'conv4_block13_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block14_0_bn (BatchNorma  (None, 16, 16, 672)  2688       ['conv4_block13_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block14_0_relu (Activati  (None, 16, 16, 672)  0          ['conv4_block14_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block14_1_conv (Conv2D)  (None, 16, 16, 128)  86016       ['conv4_block14_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block14_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block14_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block14_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block14_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block14_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block14_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block14_concat (Concaten  (None, 16, 16, 704)  0          ['conv4_block13_concat[0][0]',   \n"," ate)                                                             'conv4_block14_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block15_0_bn (BatchNorma  (None, 16, 16, 704)  2816       ['conv4_block14_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block15_0_relu (Activati  (None, 16, 16, 704)  0          ['conv4_block15_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block15_1_conv (Conv2D)  (None, 16, 16, 128)  90112       ['conv4_block15_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block15_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block15_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block15_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block15_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block15_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block15_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block15_concat (Concaten  (None, 16, 16, 736)  0          ['conv4_block14_concat[0][0]',   \n"," ate)                                                             'conv4_block15_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block16_0_bn (BatchNorma  (None, 16, 16, 736)  2944       ['conv4_block15_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block16_0_relu (Activati  (None, 16, 16, 736)  0          ['conv4_block16_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block16_1_conv (Conv2D)  (None, 16, 16, 128)  94208       ['conv4_block16_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block16_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block16_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block16_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block16_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block16_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block16_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block16_concat (Concaten  (None, 16, 16, 768)  0          ['conv4_block15_concat[0][0]',   \n"," ate)                                                             'conv4_block16_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block17_0_bn (BatchNorma  (None, 16, 16, 768)  3072       ['conv4_block16_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block17_0_relu (Activati  (None, 16, 16, 768)  0          ['conv4_block17_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block17_1_conv (Conv2D)  (None, 16, 16, 128)  98304       ['conv4_block17_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block17_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block17_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block17_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block17_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block17_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block17_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block17_concat (Concaten  (None, 16, 16, 800)  0          ['conv4_block16_concat[0][0]',   \n"," ate)                                                             'conv4_block17_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block18_0_bn (BatchNorma  (None, 16, 16, 800)  3200       ['conv4_block17_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block18_0_relu (Activati  (None, 16, 16, 800)  0          ['conv4_block18_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block18_1_conv (Conv2D)  (None, 16, 16, 128)  102400      ['conv4_block18_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block18_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block18_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block18_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block18_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block18_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block18_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block18_concat (Concaten  (None, 16, 16, 832)  0          ['conv4_block17_concat[0][0]',   \n"," ate)                                                             'conv4_block18_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block19_0_bn (BatchNorma  (None, 16, 16, 832)  3328       ['conv4_block18_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block19_0_relu (Activati  (None, 16, 16, 832)  0          ['conv4_block19_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block19_1_conv (Conv2D)  (None, 16, 16, 128)  106496      ['conv4_block19_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block19_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block19_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block19_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block19_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block19_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block19_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block19_concat (Concaten  (None, 16, 16, 864)  0          ['conv4_block18_concat[0][0]',   \n"," ate)                                                             'conv4_block19_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block20_0_bn (BatchNorma  (None, 16, 16, 864)  3456       ['conv4_block19_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block20_0_relu (Activati  (None, 16, 16, 864)  0          ['conv4_block20_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block20_1_conv (Conv2D)  (None, 16, 16, 128)  110592      ['conv4_block20_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block20_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block20_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block20_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block20_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block20_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block20_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block20_concat (Concaten  (None, 16, 16, 896)  0          ['conv4_block19_concat[0][0]',   \n"," ate)                                                             'conv4_block20_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block21_0_bn (BatchNorma  (None, 16, 16, 896)  3584       ['conv4_block20_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block21_0_relu (Activati  (None, 16, 16, 896)  0          ['conv4_block21_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block21_1_conv (Conv2D)  (None, 16, 16, 128)  114688      ['conv4_block21_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block21_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block21_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block21_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block21_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block21_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block21_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block21_concat (Concaten  (None, 16, 16, 928)  0          ['conv4_block20_concat[0][0]',   \n"," ate)                                                             'conv4_block21_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block22_0_bn (BatchNorma  (None, 16, 16, 928)  3712       ['conv4_block21_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block22_0_relu (Activati  (None, 16, 16, 928)  0          ['conv4_block22_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block22_1_conv (Conv2D)  (None, 16, 16, 128)  118784      ['conv4_block22_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block22_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block22_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block22_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block22_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block22_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block22_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block22_concat (Concaten  (None, 16, 16, 960)  0          ['conv4_block21_concat[0][0]',   \n"," ate)                                                             'conv4_block22_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block23_0_bn (BatchNorma  (None, 16, 16, 960)  3840       ['conv4_block22_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block23_0_relu (Activati  (None, 16, 16, 960)  0          ['conv4_block23_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block23_1_conv (Conv2D)  (None, 16, 16, 128)  122880      ['conv4_block23_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block23_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block23_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block23_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block23_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block23_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block23_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block23_concat (Concaten  (None, 16, 16, 992)  0          ['conv4_block22_concat[0][0]',   \n"," ate)                                                             'conv4_block23_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block24_0_bn (BatchNorma  (None, 16, 16, 992)  3968       ['conv4_block23_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block24_0_relu (Activati  (None, 16, 16, 992)  0          ['conv4_block24_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block24_1_conv (Conv2D)  (None, 16, 16, 128)  126976      ['conv4_block24_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block24_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block24_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block24_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block24_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block24_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block24_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block24_concat (Concaten  (None, 16, 16, 1024  0          ['conv4_block23_concat[0][0]',   \n"," ate)                           )                                 'conv4_block24_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block25_0_bn (BatchNorma  (None, 16, 16, 1024  4096       ['conv4_block24_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block25_0_relu (Activati  (None, 16, 16, 1024  0          ['conv4_block25_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block25_1_conv (Conv2D)  (None, 16, 16, 128)  131072      ['conv4_block25_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block25_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block25_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block25_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block25_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block25_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block25_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block25_concat (Concaten  (None, 16, 16, 1056  0          ['conv4_block24_concat[0][0]',   \n"," ate)                           )                                 'conv4_block25_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block26_0_bn (BatchNorma  (None, 16, 16, 1056  4224       ['conv4_block25_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block26_0_relu (Activati  (None, 16, 16, 1056  0          ['conv4_block26_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block26_1_conv (Conv2D)  (None, 16, 16, 128)  135168      ['conv4_block26_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block26_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block26_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block26_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block26_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block26_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block26_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block26_concat (Concaten  (None, 16, 16, 1088  0          ['conv4_block25_concat[0][0]',   \n"," ate)                           )                                 'conv4_block26_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block27_0_bn (BatchNorma  (None, 16, 16, 1088  4352       ['conv4_block26_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block27_0_relu (Activati  (None, 16, 16, 1088  0          ['conv4_block27_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block27_1_conv (Conv2D)  (None, 16, 16, 128)  139264      ['conv4_block27_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block27_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block27_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block27_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block27_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block27_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block27_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block27_concat (Concaten  (None, 16, 16, 1120  0          ['conv4_block26_concat[0][0]',   \n"," ate)                           )                                 'conv4_block27_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block28_0_bn (BatchNorma  (None, 16, 16, 1120  4480       ['conv4_block27_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block28_0_relu (Activati  (None, 16, 16, 1120  0          ['conv4_block28_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block28_1_conv (Conv2D)  (None, 16, 16, 128)  143360      ['conv4_block28_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block28_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block28_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block28_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block28_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block28_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block28_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block28_concat (Concaten  (None, 16, 16, 1152  0          ['conv4_block27_concat[0][0]',   \n"," ate)                           )                                 'conv4_block28_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block29_0_bn (BatchNorma  (None, 16, 16, 1152  4608       ['conv4_block28_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block29_0_relu (Activati  (None, 16, 16, 1152  0          ['conv4_block29_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block29_1_conv (Conv2D)  (None, 16, 16, 128)  147456      ['conv4_block29_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block29_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block29_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block29_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block29_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block29_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block29_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block29_concat (Concaten  (None, 16, 16, 1184  0          ['conv4_block28_concat[0][0]',   \n"," ate)                           )                                 'conv4_block29_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block30_0_bn (BatchNorma  (None, 16, 16, 1184  4736       ['conv4_block29_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block30_0_relu (Activati  (None, 16, 16, 1184  0          ['conv4_block30_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block30_1_conv (Conv2D)  (None, 16, 16, 128)  151552      ['conv4_block30_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block30_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block30_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block30_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block30_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block30_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block30_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block30_concat (Concaten  (None, 16, 16, 1216  0          ['conv4_block29_concat[0][0]',   \n"," ate)                           )                                 'conv4_block30_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block31_0_bn (BatchNorma  (None, 16, 16, 1216  4864       ['conv4_block30_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block31_0_relu (Activati  (None, 16, 16, 1216  0          ['conv4_block31_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block31_1_conv (Conv2D)  (None, 16, 16, 128)  155648      ['conv4_block31_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block31_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block31_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block31_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block31_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block31_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block31_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block31_concat (Concaten  (None, 16, 16, 1248  0          ['conv4_block30_concat[0][0]',   \n"," ate)                           )                                 'conv4_block31_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block32_0_bn (BatchNorma  (None, 16, 16, 1248  4992       ['conv4_block31_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block32_0_relu (Activati  (None, 16, 16, 1248  0          ['conv4_block32_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block32_1_conv (Conv2D)  (None, 16, 16, 128)  159744      ['conv4_block32_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block32_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block32_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block32_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block32_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block32_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block32_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block32_concat (Concaten  (None, 16, 16, 1280  0          ['conv4_block31_concat[0][0]',   \n"," ate)                           )                                 'conv4_block32_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block33_0_bn (BatchNorma  (None, 16, 16, 1280  5120       ['conv4_block32_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block33_0_relu (Activati  (None, 16, 16, 1280  0          ['conv4_block33_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block33_1_conv (Conv2D)  (None, 16, 16, 128)  163840      ['conv4_block33_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block33_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block33_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block33_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block33_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block33_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block33_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block33_concat (Concaten  (None, 16, 16, 1312  0          ['conv4_block32_concat[0][0]',   \n"," ate)                           )                                 'conv4_block33_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block34_0_bn (BatchNorma  (None, 16, 16, 1312  5248       ['conv4_block33_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block34_0_relu (Activati  (None, 16, 16, 1312  0          ['conv4_block34_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block34_1_conv (Conv2D)  (None, 16, 16, 128)  167936      ['conv4_block34_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block34_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block34_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block34_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block34_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block34_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block34_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block34_concat (Concaten  (None, 16, 16, 1344  0          ['conv4_block33_concat[0][0]',   \n"," ate)                           )                                 'conv4_block34_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block35_0_bn (BatchNorma  (None, 16, 16, 1344  5376       ['conv4_block34_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block35_0_relu (Activati  (None, 16, 16, 1344  0          ['conv4_block35_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block35_1_conv (Conv2D)  (None, 16, 16, 128)  172032      ['conv4_block35_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block35_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block35_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block35_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block35_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block35_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block35_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block35_concat (Concaten  (None, 16, 16, 1376  0          ['conv4_block34_concat[0][0]',   \n"," ate)                           )                                 'conv4_block35_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block36_0_bn (BatchNorma  (None, 16, 16, 1376  5504       ['conv4_block35_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block36_0_relu (Activati  (None, 16, 16, 1376  0          ['conv4_block36_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block36_1_conv (Conv2D)  (None, 16, 16, 128)  176128      ['conv4_block36_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block36_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block36_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block36_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block36_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block36_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block36_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block36_concat (Concaten  (None, 16, 16, 1408  0          ['conv4_block35_concat[0][0]',   \n"," ate)                           )                                 'conv4_block36_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block37_0_bn (BatchNorma  (None, 16, 16, 1408  5632       ['conv4_block36_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block37_0_relu (Activati  (None, 16, 16, 1408  0          ['conv4_block37_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block37_1_conv (Conv2D)  (None, 16, 16, 128)  180224      ['conv4_block37_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block37_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block37_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block37_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block37_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block37_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block37_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block37_concat (Concaten  (None, 16, 16, 1440  0          ['conv4_block36_concat[0][0]',   \n"," ate)                           )                                 'conv4_block37_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block38_0_bn (BatchNorma  (None, 16, 16, 1440  5760       ['conv4_block37_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block38_0_relu (Activati  (None, 16, 16, 1440  0          ['conv4_block38_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block38_1_conv (Conv2D)  (None, 16, 16, 128)  184320      ['conv4_block38_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block38_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block38_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block38_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block38_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block38_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block38_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block38_concat (Concaten  (None, 16, 16, 1472  0          ['conv4_block37_concat[0][0]',   \n"," ate)                           )                                 'conv4_block38_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block39_0_bn (BatchNorma  (None, 16, 16, 1472  5888       ['conv4_block38_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block39_0_relu (Activati  (None, 16, 16, 1472  0          ['conv4_block39_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block39_1_conv (Conv2D)  (None, 16, 16, 128)  188416      ['conv4_block39_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block39_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block39_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block39_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block39_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block39_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block39_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block39_concat (Concaten  (None, 16, 16, 1504  0          ['conv4_block38_concat[0][0]',   \n"," ate)                           )                                 'conv4_block39_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block40_0_bn (BatchNorma  (None, 16, 16, 1504  6016       ['conv4_block39_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block40_0_relu (Activati  (None, 16, 16, 1504  0          ['conv4_block40_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block40_1_conv (Conv2D)  (None, 16, 16, 128)  192512      ['conv4_block40_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block40_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block40_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block40_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block40_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block40_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block40_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block40_concat (Concaten  (None, 16, 16, 1536  0          ['conv4_block39_concat[0][0]',   \n"," ate)                           )                                 'conv4_block40_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block41_0_bn (BatchNorma  (None, 16, 16, 1536  6144       ['conv4_block40_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block41_0_relu (Activati  (None, 16, 16, 1536  0          ['conv4_block41_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block41_1_conv (Conv2D)  (None, 16, 16, 128)  196608      ['conv4_block41_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block41_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block41_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block41_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block41_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block41_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block41_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block41_concat (Concaten  (None, 16, 16, 1568  0          ['conv4_block40_concat[0][0]',   \n"," ate)                           )                                 'conv4_block41_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block42_0_bn (BatchNorma  (None, 16, 16, 1568  6272       ['conv4_block41_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block42_0_relu (Activati  (None, 16, 16, 1568  0          ['conv4_block42_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block42_1_conv (Conv2D)  (None, 16, 16, 128)  200704      ['conv4_block42_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block42_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block42_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block42_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block42_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block42_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block42_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block42_concat (Concaten  (None, 16, 16, 1600  0          ['conv4_block41_concat[0][0]',   \n"," ate)                           )                                 'conv4_block42_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block43_0_bn (BatchNorma  (None, 16, 16, 1600  6400       ['conv4_block42_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block43_0_relu (Activati  (None, 16, 16, 1600  0          ['conv4_block43_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block43_1_conv (Conv2D)  (None, 16, 16, 128)  204800      ['conv4_block43_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block43_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block43_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block43_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block43_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block43_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block43_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block43_concat (Concaten  (None, 16, 16, 1632  0          ['conv4_block42_concat[0][0]',   \n"," ate)                           )                                 'conv4_block43_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block44_0_bn (BatchNorma  (None, 16, 16, 1632  6528       ['conv4_block43_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block44_0_relu (Activati  (None, 16, 16, 1632  0          ['conv4_block44_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block44_1_conv (Conv2D)  (None, 16, 16, 128)  208896      ['conv4_block44_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block44_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block44_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block44_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block44_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block44_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block44_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block44_concat (Concaten  (None, 16, 16, 1664  0          ['conv4_block43_concat[0][0]',   \n"," ate)                           )                                 'conv4_block44_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block45_0_bn (BatchNorma  (None, 16, 16, 1664  6656       ['conv4_block44_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block45_0_relu (Activati  (None, 16, 16, 1664  0          ['conv4_block45_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block45_1_conv (Conv2D)  (None, 16, 16, 128)  212992      ['conv4_block45_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block45_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block45_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block45_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block45_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block45_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block45_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block45_concat (Concaten  (None, 16, 16, 1696  0          ['conv4_block44_concat[0][0]',   \n"," ate)                           )                                 'conv4_block45_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block46_0_bn (BatchNorma  (None, 16, 16, 1696  6784       ['conv4_block45_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block46_0_relu (Activati  (None, 16, 16, 1696  0          ['conv4_block46_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block46_1_conv (Conv2D)  (None, 16, 16, 128)  217088      ['conv4_block46_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block46_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block46_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block46_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block46_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block46_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block46_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block46_concat (Concaten  (None, 16, 16, 1728  0          ['conv4_block45_concat[0][0]',   \n"," ate)                           )                                 'conv4_block46_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block47_0_bn (BatchNorma  (None, 16, 16, 1728  6912       ['conv4_block46_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block47_0_relu (Activati  (None, 16, 16, 1728  0          ['conv4_block47_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block47_1_conv (Conv2D)  (None, 16, 16, 128)  221184      ['conv4_block47_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block47_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block47_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block47_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block47_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block47_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block47_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block47_concat (Concaten  (None, 16, 16, 1760  0          ['conv4_block46_concat[0][0]',   \n"," ate)                           )                                 'conv4_block47_2_conv[0][0]']   \n","                                                                                                  \n"," conv4_block48_0_bn (BatchNorma  (None, 16, 16, 1760  7040       ['conv4_block47_concat[0][0]']   \n"," lization)                      )                                                                 \n","                                                                                                  \n"," conv4_block48_0_relu (Activati  (None, 16, 16, 1760  0          ['conv4_block48_0_bn[0][0]']     \n"," on)                            )                                                                 \n","                                                                                                  \n"," conv4_block48_1_conv (Conv2D)  (None, 16, 16, 128)  225280      ['conv4_block48_0_relu[0][0]']   \n","                                                                                                  \n"," conv4_block48_1_bn (BatchNorma  (None, 16, 16, 128)  512        ['conv4_block48_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv4_block48_1_relu (Activati  (None, 16, 16, 128)  0          ['conv4_block48_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv4_block48_2_conv (Conv2D)  (None, 16, 16, 32)   36864       ['conv4_block48_1_relu[0][0]']   \n","                                                                                                  \n"," conv4_block48_concat (Concaten  (None, 16, 16, 1792  0          ['conv4_block47_concat[0][0]',   \n"," ate)                           )                                 'conv4_block48_2_conv[0][0]']   \n","                                                                                                  \n"," pool4_bn (BatchNormalization)  (None, 16, 16, 1792  7168        ['conv4_block48_concat[0][0]']   \n","                                )                                                                 \n","                                                                                                  \n"," pool4_relu (Activation)        (None, 16, 16, 1792  0           ['pool4_bn[0][0]']               \n","                                )                                                                 \n","                                                                                                  \n"," pool4_conv (Conv2D)            (None, 16, 16, 896)  1605632     ['pool4_relu[0][0]']             \n","                                                                                                  \n"," pool4_pool (AveragePooling2D)  (None, 8, 8, 896)    0           ['pool4_conv[0][0]']             \n","                                                                                                  \n"," conv5_block1_0_bn (BatchNormal  (None, 8, 8, 896)   3584        ['pool4_pool[0][0]']             \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block1_0_relu (Activatio  (None, 8, 8, 896)   0           ['conv5_block1_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block1_1_conv (Conv2D)   (None, 8, 8, 128)    114688      ['conv5_block1_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block1_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block1_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block1_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block1_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block1_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block1_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block1_concat (Concatena  (None, 8, 8, 928)   0           ['pool4_pool[0][0]',             \n"," te)                                                              'conv5_block1_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block2_0_bn (BatchNormal  (None, 8, 8, 928)   3712        ['conv5_block1_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block2_0_relu (Activatio  (None, 8, 8, 928)   0           ['conv5_block2_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block2_1_conv (Conv2D)   (None, 8, 8, 128)    118784      ['conv5_block2_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block2_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block2_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block2_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block2_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block2_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block2_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block2_concat (Concatena  (None, 8, 8, 960)   0           ['conv5_block1_concat[0][0]',    \n"," te)                                                              'conv5_block2_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block3_0_bn (BatchNormal  (None, 8, 8, 960)   3840        ['conv5_block2_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block3_0_relu (Activatio  (None, 8, 8, 960)   0           ['conv5_block3_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block3_1_conv (Conv2D)   (None, 8, 8, 128)    122880      ['conv5_block3_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block3_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block3_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block3_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block3_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block3_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block3_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block3_concat (Concatena  (None, 8, 8, 992)   0           ['conv5_block2_concat[0][0]',    \n"," te)                                                              'conv5_block3_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block4_0_bn (BatchNormal  (None, 8, 8, 992)   3968        ['conv5_block3_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block4_0_relu (Activatio  (None, 8, 8, 992)   0           ['conv5_block4_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block4_1_conv (Conv2D)   (None, 8, 8, 128)    126976      ['conv5_block4_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block4_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block4_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block4_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block4_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block4_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block4_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block4_concat (Concatena  (None, 8, 8, 1024)  0           ['conv5_block3_concat[0][0]',    \n"," te)                                                              'conv5_block4_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block5_0_bn (BatchNormal  (None, 8, 8, 1024)  4096        ['conv5_block4_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block5_0_relu (Activatio  (None, 8, 8, 1024)  0           ['conv5_block5_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block5_1_conv (Conv2D)   (None, 8, 8, 128)    131072      ['conv5_block5_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block5_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block5_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block5_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block5_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block5_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block5_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block5_concat (Concatena  (None, 8, 8, 1056)  0           ['conv5_block4_concat[0][0]',    \n"," te)                                                              'conv5_block5_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block6_0_bn (BatchNormal  (None, 8, 8, 1056)  4224        ['conv5_block5_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block6_0_relu (Activatio  (None, 8, 8, 1056)  0           ['conv5_block6_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block6_1_conv (Conv2D)   (None, 8, 8, 128)    135168      ['conv5_block6_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block6_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block6_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block6_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block6_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block6_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block6_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block6_concat (Concatena  (None, 8, 8, 1088)  0           ['conv5_block5_concat[0][0]',    \n"," te)                                                              'conv5_block6_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block7_0_bn (BatchNormal  (None, 8, 8, 1088)  4352        ['conv5_block6_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block7_0_relu (Activatio  (None, 8, 8, 1088)  0           ['conv5_block7_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block7_1_conv (Conv2D)   (None, 8, 8, 128)    139264      ['conv5_block7_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block7_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block7_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block7_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block7_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block7_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block7_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block7_concat (Concatena  (None, 8, 8, 1120)  0           ['conv5_block6_concat[0][0]',    \n"," te)                                                              'conv5_block7_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block8_0_bn (BatchNormal  (None, 8, 8, 1120)  4480        ['conv5_block7_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block8_0_relu (Activatio  (None, 8, 8, 1120)  0           ['conv5_block8_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block8_1_conv (Conv2D)   (None, 8, 8, 128)    143360      ['conv5_block8_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block8_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block8_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block8_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block8_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block8_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block8_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block8_concat (Concatena  (None, 8, 8, 1152)  0           ['conv5_block7_concat[0][0]',    \n"," te)                                                              'conv5_block8_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block9_0_bn (BatchNormal  (None, 8, 8, 1152)  4608        ['conv5_block8_concat[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block9_0_relu (Activatio  (None, 8, 8, 1152)  0           ['conv5_block9_0_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block9_1_conv (Conv2D)   (None, 8, 8, 128)    147456      ['conv5_block9_0_relu[0][0]']    \n","                                                                                                  \n"," conv5_block9_1_bn (BatchNormal  (None, 8, 8, 128)   512         ['conv5_block9_1_conv[0][0]']    \n"," ization)                                                                                         \n","                                                                                                  \n"," conv5_block9_1_relu (Activatio  (None, 8, 8, 128)   0           ['conv5_block9_1_bn[0][0]']      \n"," n)                                                                                               \n","                                                                                                  \n"," conv5_block9_2_conv (Conv2D)   (None, 8, 8, 32)     36864       ['conv5_block9_1_relu[0][0]']    \n","                                                                                                  \n"," conv5_block9_concat (Concatena  (None, 8, 8, 1184)  0           ['conv5_block8_concat[0][0]',    \n"," te)                                                              'conv5_block9_2_conv[0][0]']    \n","                                                                                                  \n"," conv5_block10_0_bn (BatchNorma  (None, 8, 8, 1184)  4736        ['conv5_block9_concat[0][0]']    \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block10_0_relu (Activati  (None, 8, 8, 1184)  0           ['conv5_block10_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block10_1_conv (Conv2D)  (None, 8, 8, 128)    151552      ['conv5_block10_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block10_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block10_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block10_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block10_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block10_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block10_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block10_concat (Concaten  (None, 8, 8, 1216)  0           ['conv5_block9_concat[0][0]',    \n"," ate)                                                             'conv5_block10_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block11_0_bn (BatchNorma  (None, 8, 8, 1216)  4864        ['conv5_block10_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block11_0_relu (Activati  (None, 8, 8, 1216)  0           ['conv5_block11_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block11_1_conv (Conv2D)  (None, 8, 8, 128)    155648      ['conv5_block11_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block11_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block11_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block11_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block11_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block11_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block11_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block11_concat (Concaten  (None, 8, 8, 1248)  0           ['conv5_block10_concat[0][0]',   \n"," ate)                                                             'conv5_block11_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block12_0_bn (BatchNorma  (None, 8, 8, 1248)  4992        ['conv5_block11_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block12_0_relu (Activati  (None, 8, 8, 1248)  0           ['conv5_block12_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block12_1_conv (Conv2D)  (None, 8, 8, 128)    159744      ['conv5_block12_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block12_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block12_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block12_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block12_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block12_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block12_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block12_concat (Concaten  (None, 8, 8, 1280)  0           ['conv5_block11_concat[0][0]',   \n"," ate)                                                             'conv5_block12_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block13_0_bn (BatchNorma  (None, 8, 8, 1280)  5120        ['conv5_block12_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block13_0_relu (Activati  (None, 8, 8, 1280)  0           ['conv5_block13_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block13_1_conv (Conv2D)  (None, 8, 8, 128)    163840      ['conv5_block13_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block13_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block13_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block13_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block13_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block13_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block13_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block13_concat (Concaten  (None, 8, 8, 1312)  0           ['conv5_block12_concat[0][0]',   \n"," ate)                                                             'conv5_block13_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block14_0_bn (BatchNorma  (None, 8, 8, 1312)  5248        ['conv5_block13_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block14_0_relu (Activati  (None, 8, 8, 1312)  0           ['conv5_block14_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block14_1_conv (Conv2D)  (None, 8, 8, 128)    167936      ['conv5_block14_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block14_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block14_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block14_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block14_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block14_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block14_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block14_concat (Concaten  (None, 8, 8, 1344)  0           ['conv5_block13_concat[0][0]',   \n"," ate)                                                             'conv5_block14_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block15_0_bn (BatchNorma  (None, 8, 8, 1344)  5376        ['conv5_block14_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block15_0_relu (Activati  (None, 8, 8, 1344)  0           ['conv5_block15_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block15_1_conv (Conv2D)  (None, 8, 8, 128)    172032      ['conv5_block15_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block15_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block15_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block15_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block15_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block15_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block15_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block15_concat (Concaten  (None, 8, 8, 1376)  0           ['conv5_block14_concat[0][0]',   \n"," ate)                                                             'conv5_block15_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block16_0_bn (BatchNorma  (None, 8, 8, 1376)  5504        ['conv5_block15_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block16_0_relu (Activati  (None, 8, 8, 1376)  0           ['conv5_block16_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block16_1_conv (Conv2D)  (None, 8, 8, 128)    176128      ['conv5_block16_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block16_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block16_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block16_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block16_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block16_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block16_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block16_concat (Concaten  (None, 8, 8, 1408)  0           ['conv5_block15_concat[0][0]',   \n"," ate)                                                             'conv5_block16_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block17_0_bn (BatchNorma  (None, 8, 8, 1408)  5632        ['conv5_block16_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block17_0_relu (Activati  (None, 8, 8, 1408)  0           ['conv5_block17_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block17_1_conv (Conv2D)  (None, 8, 8, 128)    180224      ['conv5_block17_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block17_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block17_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block17_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block17_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block17_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block17_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block17_concat (Concaten  (None, 8, 8, 1440)  0           ['conv5_block16_concat[0][0]',   \n"," ate)                                                             'conv5_block17_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block18_0_bn (BatchNorma  (None, 8, 8, 1440)  5760        ['conv5_block17_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block18_0_relu (Activati  (None, 8, 8, 1440)  0           ['conv5_block18_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block18_1_conv (Conv2D)  (None, 8, 8, 128)    184320      ['conv5_block18_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block18_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block18_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block18_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block18_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block18_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block18_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block18_concat (Concaten  (None, 8, 8, 1472)  0           ['conv5_block17_concat[0][0]',   \n"," ate)                                                             'conv5_block18_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block19_0_bn (BatchNorma  (None, 8, 8, 1472)  5888        ['conv5_block18_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block19_0_relu (Activati  (None, 8, 8, 1472)  0           ['conv5_block19_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block19_1_conv (Conv2D)  (None, 8, 8, 128)    188416      ['conv5_block19_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block19_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block19_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block19_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block19_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block19_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block19_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block19_concat (Concaten  (None, 8, 8, 1504)  0           ['conv5_block18_concat[0][0]',   \n"," ate)                                                             'conv5_block19_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block20_0_bn (BatchNorma  (None, 8, 8, 1504)  6016        ['conv5_block19_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block20_0_relu (Activati  (None, 8, 8, 1504)  0           ['conv5_block20_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block20_1_conv (Conv2D)  (None, 8, 8, 128)    192512      ['conv5_block20_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block20_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block20_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block20_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block20_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block20_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block20_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block20_concat (Concaten  (None, 8, 8, 1536)  0           ['conv5_block19_concat[0][0]',   \n"," ate)                                                             'conv5_block20_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block21_0_bn (BatchNorma  (None, 8, 8, 1536)  6144        ['conv5_block20_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block21_0_relu (Activati  (None, 8, 8, 1536)  0           ['conv5_block21_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block21_1_conv (Conv2D)  (None, 8, 8, 128)    196608      ['conv5_block21_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block21_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block21_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block21_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block21_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block21_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block21_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block21_concat (Concaten  (None, 8, 8, 1568)  0           ['conv5_block20_concat[0][0]',   \n"," ate)                                                             'conv5_block21_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block22_0_bn (BatchNorma  (None, 8, 8, 1568)  6272        ['conv5_block21_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block22_0_relu (Activati  (None, 8, 8, 1568)  0           ['conv5_block22_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block22_1_conv (Conv2D)  (None, 8, 8, 128)    200704      ['conv5_block22_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block22_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block22_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block22_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block22_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block22_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block22_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block22_concat (Concaten  (None, 8, 8, 1600)  0           ['conv5_block21_concat[0][0]',   \n"," ate)                                                             'conv5_block22_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block23_0_bn (BatchNorma  (None, 8, 8, 1600)  6400        ['conv5_block22_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block23_0_relu (Activati  (None, 8, 8, 1600)  0           ['conv5_block23_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block23_1_conv (Conv2D)  (None, 8, 8, 128)    204800      ['conv5_block23_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block23_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block23_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block23_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block23_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block23_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block23_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block23_concat (Concaten  (None, 8, 8, 1632)  0           ['conv5_block22_concat[0][0]',   \n"," ate)                                                             'conv5_block23_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block24_0_bn (BatchNorma  (None, 8, 8, 1632)  6528        ['conv5_block23_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block24_0_relu (Activati  (None, 8, 8, 1632)  0           ['conv5_block24_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block24_1_conv (Conv2D)  (None, 8, 8, 128)    208896      ['conv5_block24_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block24_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block24_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block24_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block24_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block24_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block24_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block24_concat (Concaten  (None, 8, 8, 1664)  0           ['conv5_block23_concat[0][0]',   \n"," ate)                                                             'conv5_block24_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block25_0_bn (BatchNorma  (None, 8, 8, 1664)  6656        ['conv5_block24_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block25_0_relu (Activati  (None, 8, 8, 1664)  0           ['conv5_block25_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block25_1_conv (Conv2D)  (None, 8, 8, 128)    212992      ['conv5_block25_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block25_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block25_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block25_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block25_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block25_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block25_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block25_concat (Concaten  (None, 8, 8, 1696)  0           ['conv5_block24_concat[0][0]',   \n"," ate)                                                             'conv5_block25_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block26_0_bn (BatchNorma  (None, 8, 8, 1696)  6784        ['conv5_block25_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block26_0_relu (Activati  (None, 8, 8, 1696)  0           ['conv5_block26_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block26_1_conv (Conv2D)  (None, 8, 8, 128)    217088      ['conv5_block26_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block26_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block26_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block26_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block26_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block26_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block26_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block26_concat (Concaten  (None, 8, 8, 1728)  0           ['conv5_block25_concat[0][0]',   \n"," ate)                                                             'conv5_block26_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block27_0_bn (BatchNorma  (None, 8, 8, 1728)  6912        ['conv5_block26_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block27_0_relu (Activati  (None, 8, 8, 1728)  0           ['conv5_block27_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block27_1_conv (Conv2D)  (None, 8, 8, 128)    221184      ['conv5_block27_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block27_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block27_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block27_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block27_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block27_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block27_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block27_concat (Concaten  (None, 8, 8, 1760)  0           ['conv5_block26_concat[0][0]',   \n"," ate)                                                             'conv5_block27_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block28_0_bn (BatchNorma  (None, 8, 8, 1760)  7040        ['conv5_block27_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block28_0_relu (Activati  (None, 8, 8, 1760)  0           ['conv5_block28_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block28_1_conv (Conv2D)  (None, 8, 8, 128)    225280      ['conv5_block28_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block28_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block28_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block28_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block28_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block28_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block28_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block28_concat (Concaten  (None, 8, 8, 1792)  0           ['conv5_block27_concat[0][0]',   \n"," ate)                                                             'conv5_block28_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block29_0_bn (BatchNorma  (None, 8, 8, 1792)  7168        ['conv5_block28_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block29_0_relu (Activati  (None, 8, 8, 1792)  0           ['conv5_block29_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block29_1_conv (Conv2D)  (None, 8, 8, 128)    229376      ['conv5_block29_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block29_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block29_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block29_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block29_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block29_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block29_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block29_concat (Concaten  (None, 8, 8, 1824)  0           ['conv5_block28_concat[0][0]',   \n"," ate)                                                             'conv5_block29_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block30_0_bn (BatchNorma  (None, 8, 8, 1824)  7296        ['conv5_block29_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block30_0_relu (Activati  (None, 8, 8, 1824)  0           ['conv5_block30_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block30_1_conv (Conv2D)  (None, 8, 8, 128)    233472      ['conv5_block30_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block30_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block30_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block30_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block30_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block30_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block30_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block30_concat (Concaten  (None, 8, 8, 1856)  0           ['conv5_block29_concat[0][0]',   \n"," ate)                                                             'conv5_block30_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block31_0_bn (BatchNorma  (None, 8, 8, 1856)  7424        ['conv5_block30_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block31_0_relu (Activati  (None, 8, 8, 1856)  0           ['conv5_block31_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block31_1_conv (Conv2D)  (None, 8, 8, 128)    237568      ['conv5_block31_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block31_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block31_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block31_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block31_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block31_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block31_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block31_concat (Concaten  (None, 8, 8, 1888)  0           ['conv5_block30_concat[0][0]',   \n"," ate)                                                             'conv5_block31_2_conv[0][0]']   \n","                                                                                                  \n"," conv5_block32_0_bn (BatchNorma  (None, 8, 8, 1888)  7552        ['conv5_block31_concat[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block32_0_relu (Activati  (None, 8, 8, 1888)  0           ['conv5_block32_0_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block32_1_conv (Conv2D)  (None, 8, 8, 128)    241664      ['conv5_block32_0_relu[0][0]']   \n","                                                                                                  \n"," conv5_block32_1_bn (BatchNorma  (None, 8, 8, 128)   512         ['conv5_block32_1_conv[0][0]']   \n"," lization)                                                                                        \n","                                                                                                  \n"," conv5_block32_1_relu (Activati  (None, 8, 8, 128)   0           ['conv5_block32_1_bn[0][0]']     \n"," on)                                                                                              \n","                                                                                                  \n"," conv5_block32_2_conv (Conv2D)  (None, 8, 8, 32)     36864       ['conv5_block32_1_relu[0][0]']   \n","                                                                                                  \n"," conv5_block32_concat (Concaten  (None, 8, 8, 1920)  0           ['conv5_block31_concat[0][0]',   \n"," ate)                                                             'conv5_block32_2_conv[0][0]']   \n","                                                                                                  \n"," bn (BatchNormalization)        (None, 8, 8, 1920)   7680        ['conv5_block32_concat[0][0]']   \n","                                                                                                  \n"," relu (Activation)              (None, 8, 8, 1920)   0           ['bn[0][0]']                     \n","                                                                                                  \n"," global_average_pool (GlobalAve  (None, 1920)        0           ['relu[0][0]']                   \n"," ragePooling2D)                                                                                   \n","                                                                                                  \n"," flatten (Flatten)              (None, 1920)         0           ['global_average_pool[0][0]']    \n","                                                                                                  \n"," dense_1 (Dense)                (None, 256)          491776      ['flatten[0][0]']                \n","                                                                                                  \n"," dropout (Dropout)              (None, 256)          0           ['dense_1[0][0]']                \n","                                                                                                  \n"," dense_2 (Dense)                (None, 128)          32896       ['dropout[0][0]']                \n","                                                                                                  \n"," dropout_1 (Dropout)            (None, 128)          0           ['dense_2[0][0]']                \n","                                                                                                  \n"," dense_3 (Dense)                (None, 6)            774         ['dropout_1[0][0]']              \n","                                                                                                  \n","==================================================================================================\n","Total params: 18,847,430\n","Trainable params: 18,618,374\n","Non-trainable params: 229,056\n","__________________________________________________________________________________________________\n"]}],"source":["model.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"sXb_P5YbI1IA"},"outputs":[],"source":["earlystopping = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=15)\n","\n","# save the best model with lower validation loss\n","checkpointer = ModelCheckpoint(filepath=\"weights_fine.hdf5\", verbose=1, save_best_only=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JTIVBL27H7qM"},"outputs":[],"source":["# fine tune model dengan learning rate yang rendah\n","model.compile(loss = 'categorical_crossentropy',\n","              optimizer = Adam(learning_rate=0.0001, beta_1=0.9, beta_2=0.999, epsilon=1e-07, amsgrad=False, name='Adam'),\n","              metrics=['accuracy'])\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":688255,"status":"ok","timestamp":1646106703907,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"oYdts8FDgi45","outputId":"bcca0f84-13ee-4671-fce6-a2935a524545"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/22\n","20/20 [==============================] - ETA: 0s - loss: 0.8117 - accuracy: 0.7145\n","Epoch 1: val_loss improved from inf to 0.46686, saving model to weights_fine.hdf5\n","20/20 [==============================] - 112s 5s/step - loss: 0.8117 - accuracy: 0.7145 - val_loss: 0.4669 - val_accuracy: 0.8281\n","Epoch 2/22\n","20/20 [==============================] - ETA: 0s - loss: 0.3807 - accuracy: 0.8528\n","Epoch 2: val_loss did not improve from 0.46686\n","20/20 [==============================] - 86s 4s/step - loss: 0.3807 - accuracy: 0.8528 - val_loss: 0.5726 - val_accuracy: 0.7969\n","Epoch 3/22\n","20/20 [==============================] - ETA: 0s - loss: 0.3289 - accuracy: 0.8832\n","Epoch 3: val_loss improved from 0.46686 to 0.44002, saving model to weights_fine.hdf5\n","20/20 [==============================] - 89s 5s/step - loss: 0.3289 - accuracy: 0.8832 - val_loss: 0.4400 - val_accuracy: 0.8313\n","Epoch 4/22\n","20/20 [==============================] - ETA: 0s - loss: 0.2146 - accuracy: 0.9277\n","Epoch 4: val_loss did not improve from 0.44002\n","20/20 [==============================] - 84s 4s/step - loss: 0.2146 - accuracy: 0.9277 - val_loss: 0.5035 - val_accuracy: 0.8031\n","Epoch 5/22\n","20/20 [==============================] - ETA: 0s - loss: 0.1768 - accuracy: 0.9404\n","Epoch 5: val_loss improved from 0.44002 to 0.37715, saving model to weights_fine.hdf5\n","20/20 [==============================] - 89s 4s/step - loss: 0.1768 - accuracy: 0.9404 - val_loss: 0.3772 - val_accuracy: 0.8625\n","Epoch 6/22\n","20/20 [==============================] - ETA: 0s - loss: 0.1184 - accuracy: 0.9619\n","Epoch 6: val_loss improved from 0.37715 to 0.33087, saving model to weights_fine.hdf5\n","20/20 [==============================] - 92s 5s/step - loss: 0.1184 - accuracy: 0.9619 - val_loss: 0.3309 - val_accuracy: 0.8781\n","Epoch 7/22\n","20/20 [==============================] - ETA: 0s - loss: 0.1191 - accuracy: 0.9632\n","Epoch 7: val_loss improved from 0.33087 to 0.28844, saving model to weights_fine.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.1191 - accuracy: 0.9632 - val_loss: 0.2884 - val_accuracy: 0.8906\n","Epoch 8/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0812 - accuracy: 0.9708\n","Epoch 8: val_loss did not improve from 0.28844\n","20/20 [==============================] - 86s 4s/step - loss: 0.0812 - accuracy: 0.9708 - val_loss: 0.3129 - val_accuracy: 0.9062\n","Epoch 9/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0790 - accuracy: 0.9759\n","Epoch 9: val_loss improved from 0.28844 to 0.22602, saving model to weights_fine.hdf5\n","20/20 [==============================] - 89s 4s/step - loss: 0.0790 - accuracy: 0.9759 - val_loss: 0.2260 - val_accuracy: 0.9281\n","Epoch 10/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0487 - accuracy: 0.9848\n","Epoch 10: val_loss did not improve from 0.22602\n","20/20 [==============================] - 86s 4s/step - loss: 0.0487 - accuracy: 0.9848 - val_loss: 0.2439 - val_accuracy: 0.9156\n","Epoch 11/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0783 - accuracy: 0.9759\n","Epoch 11: val_loss did not improve from 0.22602\n","20/20 [==============================] - 85s 4s/step - loss: 0.0783 - accuracy: 0.9759 - val_loss: 0.3282 - val_accuracy: 0.8781\n","Epoch 12/22\n","20/20 [==============================] - ETA: 0s - loss: 0.1254 - accuracy: 0.9543\n","Epoch 12: val_loss did not improve from 0.22602\n","20/20 [==============================] - 86s 4s/step - loss: 0.1254 - accuracy: 0.9543 - val_loss: 0.5350 - val_accuracy: 0.8188\n","Epoch 13/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0793 - accuracy: 0.9772\n","Epoch 13: val_loss did not improve from 0.22602\n","20/20 [==============================] - 86s 4s/step - loss: 0.0793 - accuracy: 0.9772 - val_loss: 0.3108 - val_accuracy: 0.8781\n","Epoch 14/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0717 - accuracy: 0.9746\n","Epoch 14: val_loss did not improve from 0.22602\n","20/20 [==============================] - 87s 4s/step - loss: 0.0717 - accuracy: 0.9746 - val_loss: 0.3201 - val_accuracy: 0.9125\n","Epoch 15/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0667 - accuracy: 0.9797\n","Epoch 15: val_loss did not improve from 0.22602\n","20/20 [==============================] - 86s 4s/step - loss: 0.0667 - accuracy: 0.9797 - val_loss: 0.3123 - val_accuracy: 0.9031\n","Epoch 16/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0551 - accuracy: 0.9797\n","Epoch 16: val_loss did not improve from 0.22602\n","20/20 [==============================] - 87s 4s/step - loss: 0.0551 - accuracy: 0.9797 - val_loss: 0.2549 - val_accuracy: 0.9187\n","Epoch 17/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0652 - accuracy: 0.9848\n","Epoch 17: val_loss did not improve from 0.22602\n","20/20 [==============================] - 85s 4s/step - loss: 0.0652 - accuracy: 0.9848 - val_loss: 0.2798 - val_accuracy: 0.8938\n","Epoch 18/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0437 - accuracy: 0.9810\n","Epoch 18: val_loss improved from 0.22602 to 0.16332, saving model to weights_fine.hdf5\n","20/20 [==============================] - 91s 5s/step - loss: 0.0437 - accuracy: 0.9810 - val_loss: 0.1633 - val_accuracy: 0.9469\n","Epoch 19/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0487 - accuracy: 0.9848\n","Epoch 19: val_loss improved from 0.16332 to 0.08096, saving model to weights_fine.hdf5\n","20/20 [==============================] - 90s 5s/step - loss: 0.0487 - accuracy: 0.9848 - val_loss: 0.0810 - val_accuracy: 0.9688\n","Epoch 20/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0410 - accuracy: 0.9860\n","Epoch 20: val_loss improved from 0.08096 to 0.05714, saving model to weights_fine.hdf5\n","20/20 [==============================] - 89s 5s/step - loss: 0.0410 - accuracy: 0.9860 - val_loss: 0.0571 - val_accuracy: 0.9812\n","Epoch 21/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0747 - accuracy: 0.9835\n","Epoch 21: val_loss improved from 0.05714 to 0.01982, saving model to weights_fine.hdf5\n","20/20 [==============================] - 91s 5s/step - loss: 0.0747 - accuracy: 0.9835 - val_loss: 0.0198 - val_accuracy: 0.9969\n","Epoch 22/22\n","20/20 [==============================] - ETA: 0s - loss: 0.0790 - accuracy: 0.9835\n","Epoch 22: val_loss did not improve from 0.01982\n","20/20 [==============================] - 85s 4s/step - loss: 0.0790 - accuracy: 0.9835 - val_loss: 0.1320 - val_accuracy: 0.9531\n"]}],"source":["history = model.fit(train_generator, \n","                    steps_per_epoch= train_generator.n // 40,\n","                    epochs = 22,\n","                    validation_data= train_generator,\n","                    validation_steps= test_generator.n // 42,\n","                    callbacks=[checkpointer, earlystopping])"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nCRYdnXu7DDJ"},"outputs":[],"source":["# Get helper_functions.py script from course GitHub\n","#!wget https://raw.githubusercontent.com/mrdbourke/tensorflow-deep-learning/main/extras/helper_functions.py \n","\n","# Import helper functions we're going to use\n","from helper_functions import create_tensorboard_callback, plot_loss_curves, unzip_data, walk_through_dir"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":927},"executionInfo":{"elapsed":821,"status":"ok","timestamp":1646106705154,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"},"user_tz":-420},"id":"PrMtqSiu5eeL","outputId":"15c779c2-d6b2-4cff-e44f-ada9612f4a96"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 576x504 with 1 Axes>"]},"metadata":{}}],"source":["plot_loss_curves(history)"]},{"cell_type":"markdown","metadata":{"id":"od4ORdp50W8O"},"source":["#  ASSESS THE PERFORMANCE OF THE TRAINED MODEL"]},{"cell_type":"code","execution_count":44,"metadata":{"id":"kSXjYrUkgi45","executionInfo":{"status":"ok","timestamp":1646109513474,"user_tz":-420,"elapsed":1364,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}}},"outputs":[],"source":["# Load pretrained weight\n","model.load_weights('weights_fine.hdf5')"]},{"cell_type":"code","execution_count":45,"metadata":{"id":"gg_8avbOBYAV","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1646109578653,"user_tz":-420,"elapsed":65223,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"8d53ad77-12da-4209-c534-0102364cf0aa"},"outputs":[{"output_type":"stream","name":"stdout","text":["20/20 [==============================] - 59s 3s/step - loss: 0.0423 - accuracy: 0.9862\n","Accuracy Training : [0.04228014126420021, 0.9862499833106995]\n"]}],"source":["evaluate = model.evaluate(train_generator, steps = train_generator.n // 40, verbose =1)\n","print('Accuracy Training : {}'.format(evaluate[0:4]))\n"]},{"cell_type":"code","execution_count":46,"metadata":{"id":"-ox5UpdcIe1L","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1646109626920,"user_tz":-420,"elapsed":48341,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"47fa7e03-1879-46f0-964e-757d8c5d4687"},"outputs":[{"output_type":"stream","name":"stdout","text":["8/8 [==============================] - 40s 5s/step - loss: 1.1273 - accuracy: 0.7406\n","Accuracy Test : 0.7406250238418579\n"]}],"source":["# Evaluate the performance of the model (Akurasi di testing data)\n","#evaluate = model.evaluate(test_generator,\n"," #                         steps = len(test_generator),\n"," #                         verbose =2)\n","evaluate = model.evaluate(test_generator, steps = test_generator.n // 42, verbose =1)\n","print('Accuracy Test : {}'.format(evaluate[1]))\n"]},{"cell_type":"code","execution_count":47,"metadata":{"id":"GmXWmLQPOGCc","executionInfo":{"status":"ok","timestamp":1646109626927,"user_tz":-420,"elapsed":79,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}}},"outputs":[],"source":["# assigning label names to the corresponding indexes\n","labels = {0: 'chickenpox', 1: 'dermatofibroma', 2: 'eczema' ,3: 'keratosis', 4: 'psoriasis', 5: 'scabies'} "]},{"cell_type":"code","execution_count":48,"metadata":{"id":"c3lTpyOygi46","executionInfo":{"status":"ok","timestamp":1646109755207,"user_tz":-420,"elapsed":128344,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}}},"outputs":[],"source":["from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n","# Training\n","prediction = []\n","original = []\n","image = []\n","count = 0\n","for i in os.listdir('./training'):\n","  for item in os.listdir(os.path.join('./training', i)):\n","    #code to open the image\n","    img= PIL.Image.open(os.path.join('./training', i , item))\n","    #resizing the image to (256,256)\n","    img = img.resize((256,256))\n","    #appending image to the image list\n","    image.append(img)\n","    #converting image to array\n","    img = np.asarray(img, dtype= np.float32)\n","    #normalizing the image\n","    img = img / 255\n","    #reshaping the image in to a 4D array\n","    img = img.reshape(-1, 256, 256, 3)\n","    #making prediction of the model\n","    predict = model.predict(img)\n","    #getting the index corresponding to the highest value in the prediction\n","    predict = np.argmax(predict)\n","    #appending the predicted class to the list\n","    prediction.append(labels[predict])\n","    #appending original class to the list\n","    original.append(i)"]},{"cell_type":"code","execution_count":49,"metadata":{"id":"1XbmWMQcSM0b","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1646109755221,"user_tz":-420,"elapsed":123,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"8bdc48d4-46bc-416d-9e7f-fea58e1b31b3"},"outputs":[{"output_type":"stream","name":"stdout","text":["                precision    recall  f1-score   support\n","\n","    chickenpox       0.98      1.00      0.99       149\n","dermatofibroma       0.95      0.98      0.97        62\n","        eczema       0.99      0.99      0.99       172\n","     keratosis       0.98      0.96      0.97       138\n","     psoriasis       0.99      0.98      0.99       143\n","       scabies       1.00      0.99      0.99       164\n","\n","      accuracy                           0.99       828\n","     macro avg       0.98      0.98      0.98       828\n","  weighted avg       0.99      0.99      0.99       828\n","\n"]}],"source":["print(classification_report(np.asarray(original), np.array(prediction)))"]},{"cell_type":"code","execution_count":50,"metadata":{"id":"HaXGkGP8OO98","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1646109755939,"user_tz":-420,"elapsed":808,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"c393c0ee-5b67-4b92-c6f0-41072e860d00"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Confusion_matrix')"]},"metadata":{},"execution_count":50},{"output_type":"display_data","data":{"image/png":"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size 1440x1440 with 2 Axes>"]},"metadata":{}}],"source":["# plot confusion matrix\n","plt.figure(figsize=(20,20))\n","cm = confusion_matrix(np.asarray(original), np.asarray(prediction))\n","ax = plt.subplot()\n","sns.heatmap(cm, annot = True, ax = ax)\n","\n","ax.set_xlabel('Predicted')\n","ax.set_ylabel('Original')\n","ax.set_title('Confusion_matrix')"]},{"cell_type":"code","execution_count":51,"metadata":{"id":"a1L_CoBoMiMC","executionInfo":{"status":"ok","timestamp":1646109829620,"user_tz":-420,"elapsed":73741,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}}},"outputs":[],"source":["\n","from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n","#Testing\n","prediction = []\n","original = []\n","image = []\n","count = 0\n","for i in os.listdir('./evaluation'):\n","  for item in os.listdir(os.path.join('./evaluation', i)):\n","    #code to open the image\n","    img= PIL.Image.open(os.path.join('./evaluation', i , item))\n","    #resizing the image to (256,256)\n","    img = img.resize((256,256))\n","    #appending image to the image list\n","    image.append(img)\n","    #converting image to array\n","    img = np.asarray(img, dtype= np.float32)\n","    #normalizing the image\n","    img = img / 255\n","    #reshaping the image in to a 4D array\n","    img = img.reshape(1, 256, 256, -3)\n","    #making prediction of the model\n","    predict = model.predict(img)\n","    #getting the index corresponding to the highest value in the prediction\n","    predict = np.argmax(predict)\n","    #appending the predicted class to the list\n","    prediction.append(labels[predict])\n","    #appending original class to the list\n","    original.append(i)"]},{"cell_type":"code","execution_count":52,"metadata":{"id":"IO7vb7qYc_6-","colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"19Ibq3kQQkXHj19rRQjSXVhYMwj9NPyx5"},"executionInfo":{"status":"ok","timestamp":1646109836979,"user_tz":-420,"elapsed":7435,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"79e10c2c-425a-4f3b-b57b-25f76ab94014"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["import random\n","\n","fig=plt.figure(figsize = (120,120)) #ukuran gambar\n","for i in range(40):\n","    j = random.randint(30,len(image))\n","    fig.add_subplot(40,1,i+1)\n","    plt.xlabel(\"Prediction -\" + prediction[j] +\"   Original -\" + original[j])\n","    plt.imshow(image[j])\n","fig.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":53,"metadata":{"id":"LFYQuqjZdB0S","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1646109836989,"user_tz":-420,"elapsed":112,"user":{"displayName":"Posma Sianturi","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"09140199415163760636"}},"outputId":"ff98ad15-0945-4144-cd80-63b27df59418"},"outputs":[{"output_type":"stream","name":"stdout","text":["                precision    recall  f1-score   support\n","\n","    chickenpox       0.79      0.72      0.75        78\n","dermatofibroma       0.62      0.85      0.72        27\n","        eczema       0.66      0.90      0.76        52\n","     keratosis       0.80      0.59      0.68        59\n","     psoriasis       0.72      0.83      0.78        60\n","       scabies       0.87      0.65      0.74        62\n","\n","      accuracy                           0.74       338\n","     macro avg       0.74      0.76      0.74       338\n","  weighted avg       0.76      0.74      0.74       338\n","\n"]}],"source":["print(classification_report(np.asarray(original), np.array(prediction)))"]}],"metadata":{"accelerator":"GPU","colab":{"collapsed_sections":[],"name":"6Class_Epoch 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