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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="generator" content="Hugo 0.88.1"/>
<meta name="viewport" content="width=device-width, initial-scale=1">
<link href="https://fonts.googleapis.com/css?family=Roboto:300,400,700" rel="stylesheet" type="text/css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.4/styles/github.min.css">
<link rel="stylesheet" href="css/custom.css">
<link rel="stylesheet" href="css/normalize.css">
<title>AdvSV</title>
<link href="css/bootstrap.min.css" rel="stylesheet">
</head>
<body data-new-gr-c-s-check-loaded="14.1091.0" data-gr-ext-installed="">
<div class="container">
<header role="banner">
</header>
<main role="main">
<article itemscope itemtype="https://schema.org/BlogPosting">
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h1 style="font-size: 36px;text-align: center;"> Demo page </h1>
<h1 style="font-size: 32px;text-align: center;"> AdvSV: An Over-the-Air Adversarial Attack Dataset for Speaker Verification </h1>
<p>
If you'd like to access this dataset, Please fill in the <a href="https://forms.gle/XHFtvLczmSrnFNLf6">form</a>. We'll promptly review and respond. Thank you for your
support. <br>
If you want to know about AdvSV's build process, catalogue structure, baseline model, etc., please visit https://github.com/AdvSV/AdvSV.github.io
</p>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="abstract" style="text-align: center;">Abstract</h2>
<body>
<p>
Automatic Speaker Verification (ASV) displays strong performance under controlled conditions. Yet, current studies highlight the dangers posed by technologies
like Text-to-Speech (TTS) and Voice Conversion (VC).
These expose vulnerabilities in ASV systems during attack scenarios. However, the lack of benchmark datasets for adversarial attacks limits effective
countermeasure assessment.
Dataset differences, such as between VCTK and Voxceleb1, add complexity to performance evaluations. To tackle these issues, this paper introduces the AdvSV
dataset, built upon the Voxceleb1 Verification test set.
The dataset includes the latest ASV victim model, PGD-generated adversarial samples, and recorded replay attacks. This comprehensive resource provides valuable
insights to enhance ASV system robustness against adversarial attacks and replay threats.
</p>
</body>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="dataset-overview" style="text-align: center;">Overview</h2>
<body>
<p style="text-align: center;">
<img src="pics/ASV_Adv.png" height="375" width="1050">
</p>
</body>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="sr-samples" style="text-align: center;">Demo Samples </h2>
<!-- <p> RawNet3(A) ECAPATDNN(B) ResNetSE34V2(C) XVector(D) </p>-->
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Enrollment File</th>
<th style="text-align: center">Test File</th>
<th style="text-align: center">Enrollment Audio</th>
<th style="text-align: center">Test Audio</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 400px"> id10270/5r0dWxy17C8/00001</td>
<td style="text-align: center;vertical-align:middle;width: 400px"> id10292/gm6PJowclv0/00027</td>
<td style="text-align: center">
<audio controls="controls" style="width: 220px;">
<source src="audios/ori/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027/00001.wav" autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 220px;">
<source src="audios/ori/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027/00027.wav" autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="sr-samples" style="text-align: center;">Demo-based PGD Attack and Replay Samples </h2>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Recorder</th>
<th style="text-align: center">RawNet3</th>
<th style="text-align: center">ECAPATDNN</th>
<th style="text-align: center">ResNetSE34V2</th>
<th style="text-align: center">XVector</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">NA</td>
<td style="text-align: center;vertical-align:middle;width: 100px">NA</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav" autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
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</audio>
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<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_RawNet3-model_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_ECAPATDNN-ECAPATDNN_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_ResNetSE34V2-ResNetSE34V2_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_XVector-model000000230_eps-0.008_alpha-0.0004_steps-20/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="sr-samples" style="text-align: center;">Demo-based Ensemble PGD Attack and Replay Samples</h2>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Recorder</th>
<th style="text-align: center">w/o RawNet3</th>
<th style="text-align: center">w/o ECAPATDNN</th>
<th style="text-align: center">w/o ResNetSE34V2</th>
<th style="text-align: center">w/o XVector</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">NA</td>
<td style="text-align: center;vertical-align:middle;width: 100px">NA</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/NA/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/iOS/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-High/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">High</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/High/Android-Low/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/iOS/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-High/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Medium</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Medium/Android-Low/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">iOS</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/iOS/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-High</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-High/PGD_ResNetSE34V2-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727170536/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">Low</td>
<td style="text-align: center;vertical-align:middle;width: 100px">Android-Low</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_ECAPATDNN-Step20-20230727171240/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_XVector-PGD_ResNetSE34V2-PGD_RawNet3-Step20-20230727171220/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
<source src="audios/Low/Android-Low/PGD_XVector-PGD_ECAPATDNN-PGD_RawNet3-Step20-20230727171124/id10270-5r0dWxy17C8-00001_id10292-gm6PJowclv0-00027.wav"
autoplay/>
Your browser does not support the audio element.
</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 200px;">
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