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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>ScalerGAN: Generative Adversarial Networks for Time-Scale modification of Speech</title>
<link rel="stylesheet" type="text/css" href="styles.css">
<script src="jquery-3.5.js"></script>
</head>
<body>
<div class="container">
<div id="text1">ScalerGAN: Generative Adversarial Networks for </br> Time-Scale modification of Speech</div>
<div id="intro">
<br>
<p>
Eyal Cohen, Felix Kreuk, and Joseph Keshet
</p>
<p>
[<a href="https://ieeexplore.ieee.org/document/9747953">Paper</a>]
</p>
<p>
[<a href="https://github.com/MLSpeech/scaler_gan">Code</a>]
</p>
</div>
</div>
<div class="content-container">
<img src="ScalerGAN_therealthing.png" style="width:70%">
<br>
<p>
While listening to spoken content, it is often desired to vary the speech rate while preserving the speaker’s timbre and pitch.
To date, advanced signal processing techniques are used to address this task,
but it still remains a challenge to maintain a high speech quality at all time-scales.
Inspired by the success of speech generation using Generative Adversarial Networks (GANs),
we propose a novel unsupervised learning algorithm for time-scale modification (TSM) of speech, called ScalerGAN.
The model is trained using a set of speech utterances, where no time-scales are provided.
The ScalerGAN algorithm is composed of a generator that gets as input speech with the desired rate and outputs a time-adjusted speech;
a discriminator that works on various spectrum scales;
and a decoder that converts the time-adjusted signal back to the original rate to maintain consistency.
Using an A/B test and conditional A/B test, human listeners were asked to compare ScalerGAN with other state-of- the-art TSM methods.
The results showed that the speech quality of ScalerGAN outperforms all other methods.
</p>
</div>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.3.0/css/font-awesome.min.css">
<div class="content-container">
<script src="wavesurfer.js"></script>
<div class="content-title">Single Speaker (LJ Speech Dataset)</div>
<br>
<h3>Original Audio </h3>
<audio display:inline-block; title="LJ006-0034" controls="" preload="none"><source src="samples/origin_files/LJ006-0034.wav"></audio>
<br><br>
<table border="0" class="inlineTable">
<tbody>
<tr>
<td nowrap width="80">Algorithm</td>
<td nowrap width="80">α=0.5</td>
<td nowrap width="80">α=0.7</td>
<td nowrap width="80">α=0.9</td>
<td nowrap width="80">α=1.1</td>
<td nowrap width="80">α=1.3</td>
<td nowrap width="80">α=1.5</td>
</tr>
<tr>
<td nowrap width="80">ScalerGAN (ours)</td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ006-0034_ScalerGAN_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>ESOLA
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ006-0034_ESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>WSOLA
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ006-0034_WSOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>FESOLA
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ006-0034_FESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>HPTSM
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ006-0034_HPTSM_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>IPL
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ006-0034_PV_IPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Phavorit_IPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ006-0034_Phavorit_Phavorit_IPL_66.6667_per.wav"></audio></td>
<tr>
<td nowrap>Phavorit_SPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ006-0034_Phavorit_Phavorit_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>PV
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ006-0034_PV_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>SPL
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ006-0034_PV_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>uTVS
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ006-0034_uTVS_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Elastique
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ006-0034_Elastique_66.6667_per.wav"></audio></td>
</tr>
</tbody>
</table>
<hr>
<br>
<h3>Original Audio </h3>
<audio display:inline-block; title="LJ006-0034" controls="" preload="none"><source src="samples/origin_files/LJ024-0089.wav"></audio>
<br><br>
<table>
<tbody>
<tr>
<td nowrap width="80">Algorithm</td>
<td nowrap width="80">α=0.5</td>
<td nowrap width="80">α=0.7</td>
<td nowrap width="80">α=0.9</td>
<td nowrap width="80">α=1.1</td>
<td nowrap width="80">α=1.3</td>
<td nowrap width="80">α=1.5</td>
</tr>
<tr>
<td nowrap width="80">ScalerGAN (ours)</td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/LJ024-0089_ScalerGAN_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>ESOLA
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/LJ024-0089_ESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>WSOLA
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/LJ024-0089_WSOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>FESOLA
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/LJ024-0089_FESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>HPTSM
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/LJ024-0089_HPTSM_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>IPL
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/LJ024-0089_PV_IPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Phavorit_IPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/LJ024-0089_Phavorit_Phavorit_IPL_66.6667_per.wav"></audio></td>
<tr>
<td nowrap>Phavorit_SPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/LJ024-0089_Phavorit_Phavorit_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>PV
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/LJ024-0089_PV_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>SPL
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/LJ024-0089_PV_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>uTVS
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/LJ024-0089_uTVS_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Elastique
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/LJ024-0089_Elastique_66.6667_per.wav"></audio></td>
</tr>
</tbody>
</table>
<hr>
<br>
<div class="content-title">Unseen Speakers (VCTK Dataset)</div>
<h3>Original Audio </h3>
<audio display:inline-block; title="LJ006-0034" controls="" preload="none"><source src="samples/origin_files/p232_410.wav"></audio>
<br><br>
<table>
<tbody>
<tr>
<td nowrap width="80">Algorithm</td>
<td nowrap width="80">α=0.5</td>
<td nowrap width="80">α=0.7</td>
<td nowrap width="80">α=0.9</td>
<td nowrap width="80">α=1.1</td>
<td nowrap width="80">α=1.3</td>
<td nowrap width="80">α=1.5</td>
</tr>
<tr>
<td nowrap width="">ScalerGAN (ours)</td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_410_ScalerGAN_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>ESOLA
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_410_ESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>WSOLA
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_410_WSOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>FESOLA
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_410_FESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>HPTSM
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_410_HPTSM_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>IPL
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_410_PV_IPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Phavorit_IPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_410_Phavorit_Phavorit_IPL_66.6667_per.wav"></audio></td>
<tr>
<td nowrap>Phavorit_SPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_410_Phavorit_Phavorit_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>PV
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_410_PV_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>SPL
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_410_PV_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>uTVS
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_410_uTVS_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Elastique
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_410_Elastique_66.6667_per.wav"></audio></td>
</tr>
</tbody>
</table>
<hr>
<br>
<h3>Original Audio </h3>
<audio display:inline-block; title="LJ006-0034" controls="" preload="none"><source src="samples/origin_files/p232_036.wav"></audio>
<br><br>
<table>
<tbody>
<tr>
<td nowrap width="160">Algorithm</td>
<td nowrap width="160">α=0.5</td>
<td nowrap width="160">α=0.7</td>
<td nowrap width="160">α=0.9</td>
<td nowrap width="160">α=1.1</td>
<td nowrap width="160">α=1.3</td>
<td nowrap width="160">α=1.5</td>
</tr>
<tr>
<td nowrap width="160">ScalerGAN (ours)</td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ScalerGAN/p232_036_ScalerGAN_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>ESOLA
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/ESOLA/p232_036_ESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>WSOLA
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/WSOLA/p232_036_WSOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>FESOLA
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/FESOLA/p232_036_FESOLA_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>HPTSM
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/HPTSM/p232_036_HPTSM_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>IPL
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/IPL/p232_036_PV_IPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Phavorit_IPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_IPL/p232_036_Phavorit_Phavorit_IPL_66.6667_per.wav"></audio></td>
<tr>
<td nowrap>Phavorit_SPL
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Phavorit_SPL/p232_036_Phavorit_Phavorit_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>PV
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/PV/p232_036_PV_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>SPL
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/SPL/p232_036_PV_SPL_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>uTVS
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/uTVS/p232_036_uTVS_66.6667_per.wav"></audio></td>
</tr>
<tr>
<td nowrap>Elastique
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_200_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_142.857_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_111.111_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_90.9091_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_76.9231_per.wav"></audio></td>
<td><audio controls="" preload="none"><source src="samples/Elastique/p232_036_Elastique_66.6667_per.wav"></audio></td>
</tr>
</tbody>
</table>
</br></br>
</div>
<div class="content-container">
<div class="content-title">REFERENCES</div>
<ol type="1">
<li>Sample paged based on <a style="color:rgb(22, 38, 67)" href="https://daps.cs.princeton.edu/projects/HiFi-GAN/index.php"> HiFi-GAN</a> page.</li><br>
<br><li><div data-csl-entry-id="DriedgerM14_TSM_DAFx" class="csl-entry">Driedger, J., & Müller, M. (2014). TSM Toolbox: MATLAB Implementations of Time-Scale Modification Algorithms. <i>Proceedings of the International Conference on Digital Audio Effects (DAFx)</i>, 249–256.</div></li>
<br><li><div data-csl-entry-id="rudresh2018epochsynchronous" class="csl-entry"><b>[ESOLA]</b> Rudresh, S., Vasisht, A., Vijayan, K., & Seelamantula, C. S. (2018). <i>Epoch-Synchronous Overlap-Add (ESOLA) for Time- and Pitch-Scale Modification of Speech Signals</i>. [<a style="color:rgb(22, 38, 67)" href="https://arxiv.org/abs/1801.06492">Link</a>]</div></li>
<br><li><div data-csl-entry-id="319366" class="csl-entry"><b>[WSOLA]</b> Verhelst, W., & Roelands, M. (1993). An overlap-add technique based on waveform similarity (WSOLA) for high quality time-scale modification of speech. <i>1993 IEEE International Conference on Acoustics, Speech, and Signal Processing</i>, <i>2</i>, 554–557 vol.2. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/ICASSP.1993.319366">Link</a>]</div></li>
<br><li><div data-csl-entry-id="8937258" class="csl-entry"><b>[FESOLA]</b> Roberts, T., & Paliwal, K. K. (2019). Time-Scale Modification Using Fuzzy Epoch-Synchronous Overlap-Add (FESOLA). <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)</i>, 31–34. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/WASPAA.2019.8937258">Link</a>]</div></li>
<br><li><div data-csl-entry-id="DriedgerME14_HPTSM_IEEE-SPL" class="csl-entry"><b>[HPTSM]</b> Driedger, J., Müller, M., & Ewert, S. (2014). Improving Time-Scale Modification of Music Signals Using Harmonic-Percussive Separation. <i>IEEE Signal Processing Letters</i>, <i>21</i>(1), 105–109. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/LSP.2013.2294023">Link</a>]</div></li>
<br><li><div data-csl-entry-id="759041" class="csl-entry"><b>[IPL], [SPL]</b> Laroche, J., & Dolson, M. (1999). Improved phase vocoder time-scale modification of audio. <i>IEEE Transactions on Speech and Audio Processing</i>, <i>7</i>(3), 323–332. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/89.759041">Link</a>]</div></li>
<br><li><div data-csl-entry-id="Karrer2006PhaVoRITAP" class="csl-entry"><b>[Phavorit_IPL], [Phavorit_IPL]</b> Karrer, T., Lee, E., & Borchers, J. O. (2006). PhaVoRIT: A Phase Vocoder for Real-Time Interactive Time-Stretching. <i>ICMC</i>. [<a style="color:rgb(22, 38, 67)" href="https://www.semanticscholar.org/paper/PhaVoRIT%3A-A-Phase-Vocoder-for-Real-Time-Interactive-Karrer-Lee/e3ff3379cde4140340ed521b2200f12218bbb920">Link</a>]</div></li>
<br><li><div data-csl-entry-id="1162810" class="csl-entry"><b>[PV]</b> Portnoff, M. (1976). Implementation of the digital phase vocoder using the fast Fourier transform. <i>IEEE Transactions on Acoustics, Speech, and Signal Processing</i>, <i>24</i>(3), 243–248. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/TASSP.1976.1162810">Link</a>]</div></li>
<br><li><div data-csl-entry-id="8077073" class="csl-entry"><b>[uTVS]</b> Sharma, N., Potadar, S., Chetupalli, S. R., & Sreenivas, T. V. (2017). Mel-scale sub-band modelling for perceptually improved time-scale modification of speech and audio signals. <i>2017 Twenty-Third National Conference on Communications (NCC)</i>, 1–5. [<a style="color:rgb(22, 38, 67)" href="https://doi.org/10.1109/NCC.2017.8077073">Link</a>]</div></li>
<br><li><div data-csl-entry-id="damskagg2017audio" class="csl-entry"><b>[FuzzyPV]</b> Damskägg, E.-P., & Välimäki, V. (2017). Audio time stretching using fuzzy classification of spectral bins. <i>Applied Sciences</i>, <i>7</i>(12), 1293. [<a style="color:rgb(22, 38, 67)" href="https://www.researchgate.net/publication/321764861_Audio_Time_Stretching_Using_Fuzzy_Classification_of_Spectral_Bins">Link</a>]</div></li>
<br><li><div data-csl-entry-id="WinNT" class="csl-entry"><b>[Elastique]</b><i> Zplane Development. “Elastique time stretching & pitch shifting sdks computer program (version 3.2.5)</i> [<a style="color:rgb(22, 38, 67)" href="https://licensing.zplane.de/uploads/SDK/ELASTIQUE-PRO/V3/manual/elastique_pro_v3_sdk_documentation.pdf">Link</a>].</div></li>
</ol>
</div>
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