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Unable to reproduce the results on DementiaBank Pitt #23

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AlexTo opened this issue Mar 3, 2023 · 0 comments
Open

Unable to reproduce the results on DementiaBank Pitt #23

AlexTo opened this issue Mar 3, 2023 · 0 comments

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@AlexTo
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AlexTo commented Mar 3, 2023

I've been trying to replicate your results without success so I'd like to reach out to see if there is anything that I'm missing.

Here are the steps I've done:

Get DementiaBank Pitt and put it in data folder

image

Install OpenSmile 3.0.1 (version 2.3.0 is no longer available) and update the script "generate_compare_feats.sh" accordingly so that "compare" features are generated as csv file in "data/compare" folder.
Update "config.py" to point to the correct "data_dir". I've attached this file in this email.
I also noticed that, at line 10 in "dataset.py", you have
      p = np.random.permutation(552) # n_samples = 108

     I've updated it from 108 to 552 as there are 552 samples
Run "main.py" without changing any code except listed above.

I noticed that, fold splitting is done by samples (config.split_reference == 'samples')

Splitting by subjects is not implemented. It should cause data leak as recordings from the same subject may appear in both train/val split.

Is there any pre-processing steps or configuration that I missed to reproduce the results? Any help would be very much appreciated.

Thank you

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