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LICENSE
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MIT License
Copyright (c) 2023 Shivam Mehta
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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README.md Normal file
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# Matcha-TTS: A fast TTS architecture with conditional flow matching
<head>
<link rel="icon" type="image/x-icon" href="favicon.ico">
<meta name="msapplication-TileColor" content="#da532c">
<meta charset="UTF-8">
<meta name="theme-color" content="#ffffff">
<meta property="og:title" content="Matcha-TTS: A fast TTS architecture with conditional flow matching" />
<meta name="og:description" content="We propose Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses conditional flow matching to speed up ODE-based speech synthesis. Our method is probabilistic, has compact memory footprint, sounds highly natural, is very fast to synthesise from">
<meta property="og:image" content="images/architecture.png" />
<meta property="twitter:image" content="images/architecture.png" />
<meta property="og:type" content="website" />
<meta property="og:site_name" content="Matcha-TTS" />
<meta name="twitter:card" content="images/architecture.png" />
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="keywords" content="tts, text to speech, probabilistic machine learning, diffusion models, conditional flow matching, generative modelling, machine learning, deep learning, speech synthesis, research, phd">
<meta name="description" content="We propose Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses conditional flow matching to speed up ODE-based speech synthesis. Our method is probabilistic, has compact memory footprint, sounds highly natural, is very fast to synthesise from." />
</head>
##### [Shivam Mehta][shivam_profile], [Ruibo Tu][ruibo_profile], [Jonas Beskow][jonas_profile], [Éva Székely][eva_profile], and [Gustav Eje Henter][gustav_profile]
We propose Matcha-TTS, a new approach to non-autoregressive neural TTS, that uses conditional flow matching to speed up ODE-based speech synthesis. Our method:
- Is probabilistic
- Has compact memory footprint
- Sounds highly natural
- Is very fast to synthesise from
Please check out the audio examples below and read our arXiv preprint for more details.
Code and pre-trained models will be made available shortly after the ICASSP deadline.
[shivam_profile]: https://www.kth.se/profile/smehta
[ruibo_profile]: https://www.kth.se/profile/ruibo
[jonas_profile]: https://www.kth.se/profile/beskow
[eva_profile]: https://www.kth.se/profile/szekely
[gustav_profile]: https://people.kth.se/~ghe/
[this_page]: https://shivammehta25.github.io/Diff-TTSG/
<style type="text/css">
.tg {
border-collapse: collapse;
border-color: #9ABAD9;
border-spacing: 0;
}
.tg td {
background-color: #EBF5FF;
border-color: #9ABAD9;
border-style: solid;
border-width: 1px;
color: #444;
font-family: Arial, sans-serif;
font-size: 14px;
overflow: hidden;
padding: 10px 20px;
word-break: normal;
font-weight: bold;
vertical-align: middle;
text-align: center;
white-space: nowrap;
}
.tg th {
background-color: #409cff;
border-color: #9ABAD9;
border-style: solid;
border-width: 1px;
color: #fff;
font-family: Arial, sans-serif;
font-size: 14px;
font-weight: normal;
overflow: hidden;
padding: 10px 20px;
word-break: normal;
font-weight: bold;
vertical-align: middle;
text-align: center;
white-space: nowrap;
margin: auto;
}
.tg .tg-0pky {
border-color: inherit;
text-align: center;
vertical-align: top,
}
.tg .tg-fymr {
border-color: inherit;
font-weight: bold;
text-align: center;
vertical-align: top
}
.slider {
-webkit-appearance: none;
width: 75%;
height: 15px;
border-radius: 5px;
background: #d3d3d3;
outline: none;
opacity: 0.7;
-webkit-transition: .2s;
transition: opacity .2s;
}
.slider::-webkit-slider-thumb {
-webkit-appearance: none;
appearance: none;
width: 25px;
height: 25px;
border-radius: 50%;
background: #409cff;
cursor: pointer;
}
.slider::-moz-range-thumb {
width: 25px;
height: 25px;
border-radius: 50%;
background: #409cff;
cursor: pointer;
}
audio {
width: 240px;
}
/* CSS */
.button-12 {
display: flex;
flex-direction: column;
align-items: center;
padding: 10px 54px;
font-family: -apple-system, BlinkMacSystemFont, 'Roboto', sans-serif;
font-weight: bold;
border-radius: 6px;
border: none;
background: #6E6D70;
box-shadow: 0px 0.5px 1px rgba(0, 0, 0, 0.1), inset 0px 0.5px 0.5px rgba(255, 255, 255, 0.5), 0px 0px 0px 0.5px rgba(0, 0, 0, 0.12);
color: #DFDEDF;
user-select: none;
-webkit-user-select: none;
touch-action: manipulation;
}
.button-12:focus {
box-shadow: inset 0px 0.8px 0px -0.25px rgba(255, 255, 255, 0.2), 0px 0.5px 1px rgba(0, 0, 0, 0.1), 0px 0px 0px 3.5px rgba(58, 108, 217, 0.5);
outline: 0;
}
video {
margin: 1em;
}
</style>
<script src="transcripts.js"></script>
## Architecture
<img src="images/architecture.png" alt="Architecture of OverFlow" width="750"/>
<script>
transcript_listening_test = {
1: "It had established periodic regular review of the status of four hundred individuals;", //4
2: "The narrative of these events is based largely on the recollections of the participants,", // 3
3: "The jury did not believe him, and the verdict was for the defendants.", // 7
4: "One by one the huge uprights of black timber were fitted together,", // 19
5: "The position of this palmprint on the carton was parallel with the long axis of the box, and at right angles with the short axis;", // 23
6: "The boy declared he saw no one, and accordingly passed through without paying the toll of a penny." // 38
}
function play_audio(filename, audio_id, condition_name, transcription){
audio = document.getElementById(audio_id);
audio_source = document.getElementById(audio_id + "-src");
block_quote = document.getElementById(audio_id + "-transcript");
stimulus_span = document.getElementById(audio_id + "-span");
audio.pause();
audio_source.src = filename;
block_quote.innerHTML = transcription;
stimulus_span.innerHTML = condition_name;
audio.load();
audio.play();
}
</script>
## Stimuli from the evaluation test
Currently loaded => <span id="stimuli-from-listening-test-span" style="font-weight: bold;"> MAT-10 : Sentence 1</span>
<blockquote>
<p id="stimuli-from-listening-test-transcript">
It had established periodic regular review of the status of four hundred individuals;
</p>
</blockquote>
<audio id="stimuli-from-listening-test" controls>
<source id="stimuli-from-listening-test-src" src="stimuli/sample_from_test/MAT-10_1.wav" type="audio/wav">
</audio>
<table class="tg">
<thead>
<tr>
<th class="tg-0pky">Architecture</th>
<th class="tg-0pky">Condition</th>
<th class="tg-0pky">Sentence 1</th>
<th class="tg-0pky">Sentence 2</th>
<th class="tg-0pky">Sentence 3</th>
<th class="tg-0pky">Sentence 4</th>
<th class="tg-0pky">Sentence 5</th>
<th class="tg-0pky">Sentence 6</th>
</tr>
</thead>
<tbody>
<tr>
<th class="tg-0pky">Vocoded</th>
<th class="tg-0pky">VOC</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_1.wav', 'stimuli-from-listening-test', 'VOC : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_2.wav', 'stimuli-from-listening-test', 'VOC : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_3.wav', 'stimuli-from-listening-test', 'VOC : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_4.wav', 'stimuli-from-listening-test', 'VOC : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_5.wav', 'stimuli-from-listening-test', 'VOC : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VOC_6.wav', 'stimuli-from-listening-test', 'VOC : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky" rowspan="3">Matcha-TTS</th>
<th class="tg-0pky">MAT-10</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_1.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_2.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_3.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_4.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_5.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-10_6.wav', 'stimuli-from-listening-test', 'MAT-10 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">MAT-4</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_1.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_2.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_3.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_4.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_5.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-4_6.wav', 'stimuli-from-listening-test', 'MAT-4 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">MAT-2</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_1.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_2.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_3.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_4.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_5.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/MAT-2_6.wav', 'stimuli-from-listening-test', 'MAT-2 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky" rowspan="2">Grad-TTS</th>
<th class="tg-0pky">GRAD-10</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_1.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_2.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_3.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_4.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_5.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-10_6.wav', 'stimuli-from-listening-test', 'GRAD-10 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">GRAD-4</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_1.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_2.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_3.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_4.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_5.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GRAD-4_6.wav', 'stimuli-from-listening-test', 'GRAD-4 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">Grad-TTS+CFM</th>
<th class="tg-0pky">GCFM-4</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_1.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_2.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_3.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_4.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_5.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/GCFM-4_6.wav', 'stimuli-from-listening-test', 'GCFM-4 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">FastSpeech</th>
<th class="tg-0pky">FS2</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_1.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_2.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_3.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_4.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_5.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/FS2_6.wav', 'stimuli-from-listening-test', 'FS2 : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
<tr>
<th class="tg-0pky">VITS</th>
<th class="tg-0pky">VITS</th>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_1.wav', 'stimuli-from-listening-test', 'VITS : Sentence 1', transcript_listening_test[1])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_2.wav', 'stimuli-from-listening-test', 'VITS : Sentence 2', transcript_listening_test[2])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_3.wav', 'stimuli-from-listening-test', 'VITS : Sentence 3', transcript_listening_test[3])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_4.wav', 'stimuli-from-listening-test', 'VITS : Sentence 4', transcript_listening_test[4])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_5.wav', 'stimuli-from-listening-test', 'VITS : Sentence 5', transcript_listening_test[5])"/> </td>
<td> <img src="images/play_button.png" height=40 style="cursor: pointer;" onclick="play_audio('stimuli/sample_from_test/VITS_6.wav', 'stimuli-from-listening-test', 'VITS : Sentence 6', transcript_listening_test[6])"/> </td>
</tr>
</tbody>
</table>
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_config.yaml Normal file
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title: Matcha-TTS
theme: jekyll-theme-dinky
description: A fast TTS architecture with conditional flow matching
show_downloads: False

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