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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<!-- Meta tags for social media banners, these should be filled in appropriatly as they are your "business card" -->
<!-- Replace the content tag with appropriate information -->
<meta name="description" content="DESCRIPTION META TAG">
<meta property="og:title" content="SOCIAL MEDIA TITLE TAG"/>
<meta property="og:description" content="SOCIAL MEDIA DESCRIPTION TAG TAG"/>
<meta property="og:url" content="URL OF THE WEBSITE"/>
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<title>TES-VC demo page</title>
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<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet"> -->
<link rel="stylesheet" href="static/css/bulma.min.css">
<link rel="stylesheet" href="static/css/bulma-carousel.min.css">
<link rel="stylesheet" href="static/css/bulma-slider.min.css">
<link rel="stylesheet" href="static/css/fontawesome.all.min.css">
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href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
<link rel="stylesheet" href="static/css/index.css">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
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<script defer src="static/js/fontawesome.all.min.js"></script>
<script src="static/js/bulma-carousel.min.js"></script>
<script src="static/js/bulma-slider.min.js"></script>
<script src="static/js/index.js"></script>
</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">In This Environment, As That Speaker: A Text-Driven Framework for
Multi-Attribute Speech Conversion</h1>
<!-- <div class="is-size-5 publication-authors">
<span class="author-block">
<a href="FIRST AUTHOR PERSONAL LINK" target="_blank">First Author</a><sup>*</sup>,</span>
<span class="author-block">
<a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Second Author</a><sup>*</sup>,</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Third Author</a>
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<!-- <div class="is-size-5 publication-authors">
<span class="author-block">Institution Name<br>Conferance name and year</span>
<span class="eql-cntrb"><small><br><sup>*</sup>Indicates Equal Contribution</small></span>
</div> -->
<!-- <div class="column has-text-centered">
<div class="publication-links">
<span class="link-block">
<a href="https://arxiv.org/pdf/<ARXIV PAPER ID>.pdf" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span>
<span class="link-block">
<a href="static/pdfs/supplementary_material.pdf" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Supplementary</span>
</a>
</span>
<span class="link-block">
<a href="https://github.com/YOUR REPO HERE" target="_blank"
class="external-link button is-normal is-rounded is-dark">
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<i class="fab fa-github"></i>
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<span>Code</span>
</a>
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<span class="link-block">
<a href="https://arxiv.org/abs/<ARXIV PAPER ID>" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
</div>
</div> -->
</div>
</div>
</div>
</div>
</section>
<!-- Paper abstract -->
<section class="section hero is-light">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p style="font-size: 1.2em;">
We propose TES-VC (Text-driven Environment and Speaker controllable Voice Conversion), a text-driven voice conversion framework with independent control of speaker timbre and environmental acoustics. TES-VC processes simultaneous text
inputs for target voice and environment, accurately generating speech matching described timbre/environment while preserving source content. Trained on synthetic data with de-
coupled vocal/environment features via latent diffusion modeling, our method eliminates interference between attributes. The Retrieval-Based Timbre Control (RBTC) module enables
precise manipulation using abstract descriptions without paired data. Experiments confirm TES-VC effectively generates contextually appropriate speech in both timbre and environment with high content retention and superior controllability
which demonstrates its potential for widespread applications.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- End paper abstract -->
<section class="hero teaser">
<div class="container is-max-desktop is-centered has-text-centered">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Model Overview</h2>
<img src="./static/images/model_overview.png"
class="interpolation-image"
alt="Interpolate start reference image."/>
</div>
</div>
</div>
</div>
</section>
<div class="columns is-centered has-text-centered">
<div class="column">
<h2 class="title is-3">Voice conversion with environmental and speaker control</h2>
<p style="font-size: 1.25em;">Source speech is drawn from the libriTTS-R-test-clean corpus. For fair comparison, we concatenate environmental and timbre descriptions as VoiceLDM's input prompts while using ground-truth transcripts as content prompts.</p>
</div>
</div>
<div style="margin: 0 50px;"> <!-- 调整左右 margin 的数值 -->
<table class="table">
<thead>
<tr>
<th style="text-align: center; width:20%;"><strong>Original</strong></th>
<th style="text-align: center; width:30%;"><strong>Enviroment and speaker description</strong></th>
<th style="text-align: center; width:10%;"><strong>VoiceLDM</strong></th>
<th style="text-align: center; width:10%;"><strong>w/o CLAP-timbre adapter</strong></th>
<th style="text-align: center; width:10%;"><strong>TES-VC(ours)</strong></th>
</tr>
</thead>
<tbody>
<!-- 第一行, 使用2.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/2.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: He might have had that forged check for the face of it, if he'd been sharp. You wouldn't catch 'Rast Hopkins doing such a fool stunt.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Birds are squawking, and ducks are quacking<br>
Speaker: An old man is speaking in a deep voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/2.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/2.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/2.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第二行, 使用3.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/3.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: He might have had that forged check for the face of it, if he'd been sharp.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Repeated gunfire and screaming in the background<br>
Speaker: An old man is speaking in a gentle voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/3.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/3.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/3.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第三行, 使用4.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/4.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: "We say, of course," somebody exclaimed, "that they give two turns!
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Motorcycle starting then driving away<br>
Speaker: A young man is speaking in a clear voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/4.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/4.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/4.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第四行, 使用5.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/5.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: There was good reason to stop and think, even for the world's most emotionless man. What would Conseil say?
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Food is frying, and a woman talks<br>
Speaker: An elderly woman is speaking
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/5.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/5.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/5.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第五行, 使用6.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/6.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: The salient features of this development of domestic service have already been indicated.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Church bells ringing<br>
Speaker: A woman is speaking in a gentle voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/6.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/6.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/6.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第六行, 使用7.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/7.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: A suffocating smell of nitrogen fills the air, it enters the throat, it fills the lungs.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Water is falling, splashing and gurgling<br>
Speaker: A young girl is speaking in a sweet and light voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/7.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/7.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/7.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第七行, 使用8.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/8.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: 'I'm glad you like it,' says Wylder, chuckling benignantly on it, over his shoulder.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: A crowd applauds for a while<br>
Speaker: A woman is speaking in a rough and deep voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/8.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/8.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/8.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第八行, 使用9.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/9.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: He turned seaward from the road at Dollymount and as he passed on to the thin wooden bridge he felt the planks shaking with the tramp of heavily shod feet.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: A piano playing as a clock ticks<br>
Speaker: A man is speaking in a hoarse voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/9.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/9.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/9.wav" type="audio/wav">
</audio>
</td>
</tr>
<!-- 第九行, 使用10.wav -->
<tr>
<td style="text-align: center; width:20%;">
<div class="column">
<audio controls>
<source src="static/wavs/original/10.wav" type="audio/wav">
</audio>
<p>
<b>
Content text: The pleasant graveyard of my soul with sentimental cypress trees and flowers is filled, that I may stroll in meditation, at my ease.
</b>
</p>
</div>
</td>
<td style="width:30%;">
<p>
<b>
Enviroment: Nature sounds with birds chirping and singing<br>
Speaker: A young woman is speaking in soft voice
</b>
</p>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_voiceLDM/10.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_onlyclap/10.wav" type="audio/wav">
</audio>
</td>
<td style="text-align: center; width:10%;">
<audio controls>
<source src="static/wavs/output_mos_proposed/10.wav" type="audio/wav">
</audio>
</td>
</tr>
</tbody>
</table>
</div>
<section class="hero teaser">
<div class="container is-max-desktop is-centered has-text-centered">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<div class="column">
<h2 class="title is-3">Evaluation Results</h2>
<p style="font-size: 1.25em;">TES-VC outperforms the other systems in all five aspects, encluding age/gender recognition accuracy, speaker consistency (S-MOS), environmental faithfulness (E-MOS), and realness (R-MOS).</p>
</div>
<img src="./static/images/experiment_table.png"
class="interpolation-image"
alt="Interpolate start reference image."
style="width: 150%; max-width: 1800px; position: relative; left: 50%; transform: translateX(-50%);" />
</div>
</div>
</div>
</div>
</section>
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