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<!doctype html>
<html lang="en">
<head>
<meta name="google-site-verification" content="ftFOlJETX-2KNjaPh8W6s8lhigItRuu9fOmjHZZ0nY0" />
<!-- 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" href="https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/css/bootstrap.min.css"
integrity="sha384-MCw98/SFnGE8fJT3GXwEOngsV7Zt27NXFoaoApmYm81iuXoPkFOJwJ8ERdknLPMO" crossorigin="anonymous">
<title>Teacher-Student Training for Robust Tacotron-based TTS</title>
</head>
<style type="text/css">
table {
width: 100%;
table-layout: fixed;
}
audio {
width: 100%;
}
thead>tr>th:first-child {
width: 96px;
}
@media (max-width: 767px) {
.big-screen {
display: none;
}
}
@media (min-width: 767px) {
.small-screen {
display: none;
}
}
</style>
<body>
<header class="header">
<div class="jumbotron bg-secondary text-center">
<div class="container">
<div class="row align-items-center">
<div class="col-md-12">
<h1><a class="text-light">Teacher-Student Training for Robust Tacotron-based TTS</h1><br>
<font size=5><span style="color:#000000"> Authors: Rui Liu<sup>1,4</sup>, Berrak Sisman<sup>4</sup>, Jingdong Li<sup>1</sup>,Feilong Bao<sup>1</sup>,Guanglai Gao<sup>1</sup>,Haizhou Li<sup>2,3,4</sup> </font><font size=4> <br> <sup>1</sup>Inner Mongolia University, China <sup>2</sup>Kriston AI Lab, China <br> <sup>3</sup>University of Bremen, Germany <sup>4</sup>National University of Singapore, Singapore</font> </a>
<p>
<div class="row">
</div>
</p>
</div>
</div>
</div>
</div>
</header>
<main>
<div class="container">
<div class="row" id="result">
<div class="col-md-12">
<img src="./audio/model.png" width="1050" height="400" / >
<div class="big-screen">
<br /><br />
<h6> <b>Tacotron2-FR</b>: Tacotron2-based model with free running (FR) mode</h6>
<h6><b>Tacotron2-SS</b>: Tacotron2-based model with scheduled sampling (SS) mode</h6>
<h6><b>Tacotron2-KD</b>: Tacotron2-based model with proposed teacher-student training method by using knowledge distillation (KD)</h6>
<br />
<br />
<h2>-----------------------> Mandarin Speech Samples <-----------------------</h2>
<br /><br />
<!-- Naturalness Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>1 - Naturalness Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-FR</th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"城市的灯光真美丽，不是吗？"</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/C/163-gta.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/A/163-ss.wav" type="audio/wav" />
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</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/163.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<!-- single sentence -->
<tr>
<th colspan=5 align="center">“因某一个细节而功败垂成，是否是最大的悲哀呢。”</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/C/293-gta.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/A/293-ss.wav" type="audio/wav" />
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</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/293.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
</tbody>
</table>
<!-- Robustness Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>2 - Robustness Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">“这个暂用名起的也真是有想象力，就像最近很多人在谈新零售，这也一定是个暂用名，因为我们只能用旧名词来命名一个新事物，但是我们心里得清楚，它未来一定是一个全新的东西。”</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/A/002-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/002.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<!-- single sentence -->
<tr>
<th colspan=5 align="center">“又率部参加了保卫武汉的战斗，两次立下战功，从此便在军界崭露头角。”</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/A/020-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/020.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
</tbody>
</table>
<!-- Prosody Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>3 - Prosody Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"1989年<font color='red'>|</font> 受英国国家科学与工程研究委员会<font color='red'>|</font>访问研究基金资助 <font color='red'>|</font> 到英国剑桥大学 <font color='red'>|</font> 微电子研究中心 <font color='red'>|</font> 做 <font color='red'>|</font>博士后研究"</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/A/459-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/459.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"清晨入古寺<font color='red'>|</font>初日照高林"</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/cn/A/425-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/cn/B/425.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
</tbody>
</table>
<br /><br />
<!-- English Speech Samples-->
<h2>------------------------> English Speech Samples <------------------------</h2>
<br /><br />
<!-- Naturalness Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>1 - Naturalness Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-FR</th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"all or nothing, now or never."</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/C/060-D.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/A/060-ss.wav" type="audio/wav" />
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</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/060-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"The island has since changed hands and has its own farm."</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/C/029-D.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/A/029-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/029-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
</tbody>
</table>
<!-- Robustness Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>2 - Robustness Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"backslash x eight six backslash Ship backslash zero backslash A d d r e s s B o o k dot C o n t a c t s A d d r e s"</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/A/036-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/036-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"config file must contain A, B, C, D, E, F, and G."</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/A/024-ss.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/024-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
</tbody>
</table>
<!-- Prosody Evaluation -->
<table class="table">
<thead>
<!-- Mandarin -->
<tr>
<th colspan=5><h4>3 - Prosody Evaluation</h4></th>
</tr>
</thead>
<tbody>
<tr>
<th></th>
<th style="text-align:center;"> Tacotron2-SS</th>
<th style="text-align:center;"> Tacotron2-KD </th>
</tr>
<!-- single sentence -->
<tr>
<th colspan=5 align="center">"A person who truly loves you will never let you go <font color="red"> | </font> no matter how hard <font color="red"> | </font> the situation is.",</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/A/073-ss.wav" type="audio/wav" />
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</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/073-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
<!-- single sentence -->
<tr>
<th colspan=5 align="center">“Give so much time to improving yourself<font color="red"> | </font> that you won't have time to criticize others.”</th>
</tr>
<tr>
<th scope="row"> </th>
<td>
<audio controls>
<source src="./audio/en/A/077-ss.wav" type="audio/wav" />
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</audio>
</td>
<td>
<audio controls>
<source src="./audio/en/B/077-B.wav" type="audio/wav" />
Your browser does not support the audio element.
</audio>
</td>
</tr>
<!-- single sentence -->
</tbody>
</table>
</div>
</div>
</div>
<hr>
<div class="row" id="ref">
<div class="col">
<!--<h2>References</h2>
-->
</div>
</div>
<hr>
<!-- <div class="row" id="contact">
<div class="col">
<h2>Contact</h2>
<div></div>
</div>
</div> -->
</div>
</main>
<footer class="bg-secondary text-light mt-4 pt-3 pb-2 ">
<div class="container">
<p class="text-center">
</p>
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