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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description" content="">
<meta name="author" content="kimythanly">
<title>AGAIN-VC Demo Page</title>
<!-- Bootstrap core CSS -->
<link href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.1/css/bootstrap.min.css" rel="stylesheet">
<!-- Custom fonts for this template -->
<link href="vendor/fontawesome-free/css/all.min.css" rel="stylesheet" type="text/css">
<link href='https://fonts.googleapis.com/css?family=Lora:400,700,400italic,700italic' rel='stylesheet' type='text/css'>
<link href='https://fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800' rel='stylesheet' type='text/css'>
<!-- Custom styles for this template -->
<link href="css/clean-blog.css" rel="stylesheet">
</head>
<body>
<!-- Page Header -->
<header class="masthead" style="background-image: url('img/home-bg.jpg')">
<div class="container">
<div class="row">
<div class="col-lg-10 col-md-10 mx-auto">
<div class="site-heading">
<h1>AGAIN-VC Demo</h1>
<span class="subheading">
This is the demo page for <b>AGAIN-VC</b>, a one-shot Voice Conversion system using
<b>A</b>ctivation <b>G</b>uidance and <b>A</b>daptive <b>I</b>nstance <b>N</b>ormalization
</span>
</div>
</div>
</div>
</div>
</header>
<!-- Main Content -->
<div class="container">
<div class="row">
<div class="col-lg-14 col-md-12 mx-auto">
<div class="post-preview">
<h2 class="post-title">
給口試委員們：
</h2>
<p>
這是論文「以激活函數引導與自適應實例正規化達成無監督式語音轉換」的參考音檔範例網站。
在下方 One-shot Voice Conversion 這個區域中，總共比較了四種轉換模型，分別為
Proposed、AdaIN-VC、VQVC+和AutoVC。對應到論文中表4.4的綜合比較，Proposed方法指的是
單編碼器<sup>*</sup>，也就是本論文第四章提出的方法：單編碼器+S型函數。
</p>
<p>
<h2 class="post-title">
Abstract
</h2>
<p>
Recently, voice conversion (VC) has been widely studied.
Many VC systems use disentangle-based learning techniques
to separate the speaker and the linguistic content information
from a speech signal. Subsequently, they convert the voice by
changing the speaker information to that of the target speaker.
To prevent the speaker information from leaking into the content
embeddings, previous works either reduce the dimension or quantize
the content embedding as a strong information bottleneck.
These mechanisms somehow hurt the synthesis quality. In this work,
we propose <b>AGAIN-VC</b>, an innovative VC system using
<b>A</b>ctivation <b>G</b>uidance and <b>A</b>daptive <b>I</b>nstance
<b>N</b>ormalization. AGAIN-VC is an auto-encoder-based model,
comprising of a single encoder and a decoder. With a proper activation
as an information bottleneck on content embeddings, the trade-off
between the synthesis quality and the speaker similarity of the
converted speech is improved drastically. This one-shot VC system
obtains the best performance regardless of the subjective or objective evaluations.
</p>
</div>
<div class="post-preview">
<h2 class="post-title">
Paper
</h2>
<p>
The paper is
<a href="https://arxiv.org/abs/2011.00316">here</a>.
</p>
</div>
<div class="post-preview">
<h2 class="post-title">
Code
</h2>
<p>
The code is available
<a href="https://github.com/KimythAnly/AGAIN-VC">here</a>.
</p>
</div>
<div class="post-preview">
<h2 class="post-title">
One-shot Voice Conversion
</h2>
<h3 class="post-meta">
voice conversion from unseen speaker to unseen speaker
</h3>
<p>
對應到論文中表4.4的綜合比較，Proposed方法指的是 單編碼器*，也就是本論文第四章提出的方法：單編碼器+S型函數。
</p>
<table class="table">
<thead>
<tr>
<th scope="col">Source</th>
<th scope="col">Target</th>
<th scope="col">Conversion</th>
</tr>
</thead>
<tbody>
<tr>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p334_007_to_p343_004.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p334_007_to_p343_004.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p334_007_to_p343_004.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p334_007_to_p343_004.wav">
</audio>
</td>
</tr>
<tr>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p334_007_to_p360_018.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p334_007_to_p360_018.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p334_007_to_p360_018.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p334_007_to_p360_018.wav">
</audio>
</td>
</tr>
<tr>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p334_007_to_p362_010.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p334_007_to_p362_010.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p334_007_to_p362_010.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p334_007_to_p362_010.wav">
</audio>
</td>
</tr>
<tr>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p343_004_to_p334_007.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p343_004_to_p334_007.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p343_004_to_p334_007.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p343_004_to_p334_007.wav">
</audio>
</td>
</tr>
<tr>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p343_004_to_p360_018.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p343_004_to_p360_018.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p343_004_to_p360_018.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p343_004_to_p360_018.wav">
</audio>
</td>
</tr>
<tr>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p343_004_to_p362_010.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p343_004_to_p362_010.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p343_004_to_p362_010.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p343_004_to_p362_010.wav">
</audio>
</td>
</tr>
<tr>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p360_018_to_p334_007.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p360_018_to_p334_007.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p360_018_to_p334_007.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p360_018_to_p334_007.wav">
</audio>
</td>
</tr>
<tr>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p360_018_to_p343_004.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p360_018_to_p343_004.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p360_018_to_p343_004.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p360_018_to_p343_004.wav">
</audio>
</td>
</tr>
<tr>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p360_018_to_p362_010.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p360_018_to_p362_010.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p360_018_to_p362_010.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p360_018_to_p362_010.wav">
</audio>
</td>
</tr>
<tr>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>p334_007
<audio controls preload="none">
<source src="data/melgan/p334_007.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p362_010_to_p334_007.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p362_010_to_p334_007.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p362_010_to_p334_007.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p362_010_to_p334_007.wav">
</audio>
</td>
</tr>
<tr>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>p343_004
<audio controls preload="none">
<source src="data/melgan/p343_004.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p362_010_to_p343_004.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p362_010_to_p343_004.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p362_010_to_p343_004.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p362_010_to_p343_004.wav">
</audio>
</td>
</tr>
<tr>
<td>p362_010
<audio controls preload="none">
<source src="data/melgan/p362_010.wav">
</audio>
</td>
<td>p360_018
<audio controls preload="none">
<source src="data/melgan/p360_018.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/proposed/p362_010_to_p360_018.wav">
</audio> AdaIN-VC
<audio controls preload="none">
<source src="data/adain/p362_010_to_p360_018.wav">
</audio>
</td>
<td>VQVC+
<audio controls preload="none">
<source src="data/vqvc/p362_010_to_p360_018.wav">
</audio> AutoVC
<audio controls preload="none">
<source src="data/autovc/p362_010_to_p360_018.wav">
</audio>
</td>
</tr>
</tbody>
</table>
</div>
<hr>
<div class="post-preview">
<h2 class="post-title">
For fun
</h2>
<p>
本區塊純屬娛樂，嘗試以中文和歌聲作為輸入語者，轉換為某英文語者的結果。
Proposed方法指的同樣是本論文第四章提出的方法：單編碼器+S型函數。
</p>
<table class="table">
<thead>
<tr>
<th scope="col">Source</th>
<th scope="col">Target</th>
<th scope="col">Conversion</th>
</tr>
</thead>
<tbody>
<tr>
<td>phd_ch1
<audio controls preload="none">
<source src="data/forfun/source/phd_ch1.wav">
</audio>
</td>
<td>p225_002
<audio controls preload="none">
<source src="data/forfun/target/p225_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/phd_ch1_to_p225_002.wav">
</audio>
</td>
</tr>
<tr>
<td>phd_ch1
<audio controls preload="none">
<source src="data/forfun/source/phd_ch1.wav">
</audio>
</td>
<td>p227_002
<audio controls preload="none">
<source src="data/forfun/target/p227_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/phd_ch1_to_p227_002.wav">
</audio>
</td>
</tr>
<tr>
<td>phd_en3
<audio controls preload="none">
<source src="data/forfun/source/phd_en3.wav">
</audio>
</td>
<td>p225_002
<audio controls preload="none">
<source src="data/forfun/target/p225_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/phd_en3_to_p225_002.wav">
</audio>
</td>
</tr>
<tr>
<td>phd_en3
<audio controls preload="none">
<source src="data/forfun/source/phd_en3.wav">
</audio>
</td>
<td>p227_002
<audio controls preload="none">
<source src="data/forfun/target/p227_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/phd_en3_to_p227_002.wav">
</audio>
</td>
</tr>
<tr>
<td>welcome_ch3
<audio controls preload="none">
<source src="data/forfun/source/welcome_ch3.wav">
</audio>
</td>
<td>p225_002
<audio controls preload="none">
<source src="data/forfun/target/p225_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/welcome_ch3_to_p225_002.wav">
</audio>
</td>
</tr>
<tr>
<td>welcome_ch3
<audio controls preload="none">
<source src="data/forfun/source/welcome_ch3.wav">
</audio>
</td>
<td>p227_002
<audio controls preload="none">
<source src="data/forfun/target/p227_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/welcome_ch3_to_p227_002.wav">
</audio>
</td>
</tr>
<tr>
<td>welcome_en3
<audio controls preload="none">
<source src="data/forfun/source/welcome_en3.wav">
</audio>
</td>
<td>p225_002
<audio controls preload="none">
<source src="data/forfun/target/p225_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/welcome_en3_to_p225_002.wav">
</audio>
</td>
</tr>
<tr>
<td>welcome_en3
<audio controls preload="none">
<source src="data/forfun/source/welcome_en3.wav">
</audio>
</td>
<td>p227_002
<audio controls preload="none">
<source src="data/forfun/target/p227_002.wav">
</audio>
</td>
<td>Proposed
<audio controls preload="none">
<source src="data/forfun/converted/welcome_en3_to_p227_002.wav">
</audio>
</td>
</tr>
</tbody>
</table>
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