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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<!-- Bootstrap CSS -->
<link rel="stylesheet" type="text/css" href="index.css">
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css"
integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous">
<title>wavenode</title>
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-156162365-1"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag() { dataLayer.push(arguments); }
gtag('js', new Date());
gtag('config', 'UA-156162365-1');
</script>
</head>
<body>
<!-- Title -->
<div class="container" style="max-width:1200px;">
<div class='row mt-5 mb-3'>
<div class='col text-center'>
<p class="h2 font-weight-normal">WaveNODE: A Continuous Normalizing Flow for Speech Synthesis</p>
</div>
</div>
</div>
<div class="container" style="max-width:1100px;">
<!-- authors -->
<!-- <div class='row text-center h5 font-weight-normal pl-4 pr-4 mb-4' style="font-style:italic">
<a class="col-md-3 col-xs-6 text-dark" href="http://www.google.com"><span>Author 1*</span></a>
<a class="col-md-3 col-xs-6 text-dark" href="http://www.google.com"><span>Author 2</span></a>
</div> -->
<div class='row text-center h5 font-weight-normal pl-1 pr-1 mb-1'>
<a class="col-md-12 col-xs-12 text-dark"><span>Anonymous Authors</span></a>
</div>
<!-- affiliations -->
<!-- <div class='row text-center h5 font-weight-light pl-4 pr-4 mb-4' style="font-style:italic">
<span class="col-md-12 col-xs-12 text-dark">Affiliation 1</span>
</div> -->
<!-- picture or gif below the author -->
<!-- <div class='row justify-content-center' style="position: relative; width: 100%;height: 0;padding-bottom: 33%; margin:0">
<img
class="img-fluid rounded mx-auto d-block"
src="./assets/test1.gif" alt="test1.gif"
style="position:absolute; width:100%; height:100%; top:0px; left:0px;"
srcset="./assets/test1.gif "
sizes="(min-width: 768px) 1536px, 100vw"
>
</div> -->
<!-- Paper section -->
<div class='row text-center'>
<!-- thumbnail of paper on left side of abstract -->
<div class="col" style="margin-top:20px">
<a class="h5" href="https://github.com/wavenode-anonymous/WaveNODE" style="margin-left:10px">
<span>[Code]</span>
</a>
</div>
</div>
<div>
<hr>
<div class='col text-center'>
<p class='h2 font-weight-bold '>Abstract</p>
<div class="container" style="max-width:850px; margin-top: 20px; margin-bottom: 40px">
<p style='line-height:1.3; font-size:large; text-align: justify'>
In recent years, various flow-based generative models have been proposed to generate
high-fidelity waveforms in real-time. However, these models require either
a well-trained teacher network or a number of flow steps making them memory-inefficient.
In this paper, we propose a novel generative model called WaveNODE which exploits
a continuous normalizing flow for speech synthesis. Unlike the conventional models,
WaveNODE places no constraint on the function used for flow operation,
thus allowing the usage of more flexible and complex functions.
Moreover, WaveNODE can be optimized to maximize the likelihood without requiring
any teacher network or auxiliary loss terms. We experimentally show that WaveNODE achieves
comparable performance in terms of mean opinion score (MOS) and conditional log-likelihood (CLL)
with fewer parameters compared to the existing models.
</p>
</div>
</div>
</div>
<!-- Audio Samples -->
<div class='col'>
<hr>
<div class='row text-center'>
<div class='col'>
<p class='h2 font-weight-bold '>Audio Examples</p>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px;'>
<p class='h4'>Example 1</p>
</div>
<div style='display: flex; align-content: center; '>
<div style='flex: 1; '>
<div class='row' style='width: 600px; height:50px; '>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Ground Truth</p>
<div style='height: 60px; vertical-align: middle'>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px; width: 270px; height: 50px'>
<source src="./assets/1/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Griffin-Lim</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/2/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/3/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/4/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1;'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow (17.1M)
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/5/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/6/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet
(18.6M)</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/7/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNODE</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px;'>
<p class='h4'>Example 2</p>
</div>
<div style='display: flex; align-content: center; '>
<div style='flex: 1; '>
<div class='row' style='width: 600px; height:50px; '>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Ground Truth</p>
<div style='height: 60px; vertical-align: middle'>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px'>
<source src="./assets/1/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Griffin-Lim</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/2/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/3/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/4/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1;'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow (17.1M)
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/5/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/6/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet
(18.6M)</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/7/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNODE</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px;'>
<p class='h4'>Example 3</p>
</div>
<div style='display: flex; align-content: center; '>
<div style='flex: 1; '>
<div class='row' style='width: 600px; height:50px; '>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Ground Truth</p>
<div style='height: 60px; vertical-align: middle'>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px'>
<source src="./assets/1/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Griffin-Lim</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/2/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/3/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/4/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1;'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow (17.1M)
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/5/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/6/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet
(18.6M)</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/7/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNODE</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px;'>
<p class='h4'>Example 4</p>
</div>
<div style='display: flex; align-content: center; '>
<div style='flex: 1; '>
<div class='row' style='width: 600px; height:50px; '>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Ground Truth</p>
<div style='height: 60px; vertical-align: middle'>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px'>
<source src="./assets/1/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>Griffin-Lim</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/2/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/3/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/4/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1;'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveGlow (17.1M)
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/5/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/6/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>FloWaveNet
(18.6M)</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/7/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>WaveNODE</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div style='margin-top:40px'>
<hr>
<div class='row text-center'>
<div class='col'>
<p class='h2 font-weight-bold '>Ablation Studies</p>
</div>
</div>
<div class='row' style='margin-top: 40px'>
<p class='h3 font-weight-normal'>1. Test Tolerance </p><br>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 1</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-5
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/a.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-4
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/13/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/14/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
5E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/15/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-2
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/16/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 2</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-5
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/b.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-4
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/13/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/14/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
5E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/15/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-2
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/16/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 3</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-5
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/c.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-4
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/13/c.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/14/c.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
5E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/15/c.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-2
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/16/c.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 4</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-5
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/d.wav" class="img-fluid rounded mx-auto d-block" alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-4
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/13/d.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/14/d.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
5E-3
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/15/d.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>test_tol:
1E-2
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/16/d.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
<div class='row' style='margin-top: 80px'>
<p class='h3 font-weight-normal'>2. Norm Layer </p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 1</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>
Actnorm
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>MBN
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/9/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>None
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/10/a.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
</div>
<div style="flex: 1">
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 2</p><br>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>
Actnorm
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/8/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>MBN
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/9/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
<div class='row' style='width: 600px; height:50px; '>
<div style='height: 60px;'>
<p style='height: 60px; width: 150px; padding: 15px 0; text-align: center;'>None
</p>
</div>
<div style='height: 60px; '>
<audio controls controlsList="nodownload"
style='display: inline-block; padding:8px; width: 270px; height: 50px '>
<source src="./assets/10/b.wav" class="img-fluid rounded mx-auto d-block"
alt="temp">
</audio>
</div>
</div>
</div>
</div>
</div>
</div>
<div style='display: flex'>
<div style='flex: 1'>
<div class='row' style='margin-top: 40px; margin-bottom: 10px'>
<p class='h4'>Example 3</p><br>
</div>