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<script src="http://www.google.com/jsapi" type="text/javascript"></script>
<script type="text/javascript">google.load("jquery", "1.3.2");</script>
<style type="text/css">
body {
font-family: "HelveticaNeue-Light", "Helvetica Neue Light", "Helvetica Neue", Helvetica, Arial, "Lucida Grande", sans-serif;
font-weight:300;
font-size:18px;
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<html>
<head>
<title>Versatile Voice Dataset</title>
<meta property="og:image" content="Path to my teaser.png"/> <!-- Facebook automatically scrapes this. Go to https://developers.facebook.com/tools/debug/ if you update and want to force Facebook to rescrape. -->
<meta property="og:title" content="Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology" />
<meta property="og:description" content="Presents a new dataset demonstrating speaker flexibility." />
<!-- Get from Google Analytics -->
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<script async src=""></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-75863369-6');
</script>
</head>
<body>
<br>
<center>
<span style="font-size:36px">Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology</span>
</center>
<!-- <center>
<table align=center width=850px>
<tr>
<td width=260px>
<center>
<img class="round" style="width:500px" src="./resources/model_figure.png"/>
</center>
</td>
</tr>
</table>
</center> -->
<hr>
<table align=center width=850px>
<center><h1>Abstract</h1></center>
<tr>
<td>
As experts in voice modification, trans-feminine gender-affirming voice teachers have unique perspectives on voice that confound current understandings of speaker identity. To demonstrate this, we present the Versatile Voice Dataset (VVD), a collection of three speakers modifying their voices along gendered axes. The VVD illustrates that current approaches in speaker modeling, based on categorical notions of gender and a static understanding of vocal texture, fail to account for the flexibility of the vocal tract. Utilizing publicly-available speaker embeddings, we demonstrate that gender classification systems are highly sensitive to voice modification, and speaker verification systems fail to identify voices as coming from the same speaker as voice modification becomes more drastic. As one path towards moving beyond categorical and static notions of speaker identity, we propose modeling individual qualities of vocal texture such as pitch, resonance, and weight.
</td>
</tr>
</table>
<br>
<table class="demotable" width=850px>
<center><h1>Samples</h1></center>
<center><p>Below we provide examples from the Versatile Voice Dataset from a High Pitch, High Resonance, Low Weight configuration to a Low Pitch, Low
Resonance, High Weight Configuration, with intermediate samples provided. The L1-Distance between each configuration and the High-High-Low configuration
is reported.
</p></center>
</table>
<table>
<center><h3>High Pitch, High Resonance, Low Weight (L1-Distance = 0)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/high-high-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/high-high-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/high-high-low/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/high-high-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/high-high-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/high-high-low/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>High Pitch, Medium Resonance, Low Weight (L1-Distance = 1)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/high-med-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/high-med-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/high-med-low/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/high-med-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/high-med-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/high-med-low/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>Medium Pitch, Medium Resonance, Low Weight (L1-Distance = 2)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/med-med-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/med-med-low/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/med-med-low/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/med-med-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/med-med-low/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/med-med-low/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>Medium Pitch, Medium Resonance, Medium Weight (L1-Distance = 3)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/med-med-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/med-med-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/med-med-med/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/med-med-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/med-med-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/med-med-med/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>Low Pitch, Medium Resonance, Medium Weight (L1-Distance = 4)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-med-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-med-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-med-med/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-med-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-med-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-med-med/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>Low Pitch, Low Resonance, Medium Weight (L1-Distance = 5)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-low-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-low-med/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-low-med/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-low-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-low-med/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-low-med/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
<table>
<center><h3>Low Pitch, Low Resonance, High Weight (L1-Distance = 6)</h3></center>
<tr>
<th>Sentence</th>
<th>001</th>
<th>002</th>
<th>003</th>
</tr>
<tr>
<td>The blue spot is on the key again.</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-low-high/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-low-high/key.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-low-high/key.wav" type="audio/wav"></audio></td>
</tr>
<tr>
<td>How hard did he hit him?</td>
<td><audio controls><source src="./resources/audios/vvd_files/001/low-low-high/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/002/low-low-high/hit.wav" type="audio/wav"></audio></td>
<td><audio controls><source src="./resources/audios/vvd_files/003/low-low-high/hit.wav" type="audio/wav"></audio></td>
</tr>
</table>
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