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Adding first table
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MIT License
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Copyright (c) 2023 Shivam Mehta
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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# Matcha-TTS: A fast TTS architecture with conditional flow matching
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<head>
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<link rel="icon" type="image/x-icon" href="favicon.ico">
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<meta name="msapplication-TileColor" content="#da532c">
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<meta charset="UTF-8">
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<meta name="theme-color" content="#ffffff">
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<meta property="og:title" content="Matcha-TTS: A fast TTS architecture with conditional flow matching" />
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<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">
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<meta property="og:image" content="images/architecture.png" />
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<meta property="twitter:image" content="images/architecture.png" />
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<meta property="og:type" content="website" />
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<meta property="og:site_name" content="Matcha-TTS" />
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<meta name="twitter:card" content="images/architecture.png" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<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">
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<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." />
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</head>
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##### [Shivam Mehta][shivam_profile], [Ruibo Tu][ruibo_profile], [Jonas Beskow][jonas_profile], [Éva Székely][eva_profile], and [Gustav Eje Henter][gustav_profile]
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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:
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- Is probabilistic
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- Has compact memory footprint
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- Sounds highly natural
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- Is very fast to synthesise from
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Please check out the audio examples below and read our arXiv preprint for more details.
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Code and pre-trained models will be made available shortly after the ICASSP deadline.
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[shivam_profile]: https://www.kth.se/profile/smehta
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[ruibo_profile]: https://www.kth.se/profile/ruibo
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[jonas_profile]: https://www.kth.se/profile/beskow
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[eva_profile]: https://www.kth.se/profile/szekely
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[gustav_profile]: https://people.kth.se/~ghe/
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[this_page]: https://shivammehta25.github.io/Diff-TTSG/
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<style type="text/css">
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.tg {
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border-collapse: collapse;
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border-color: #9ABAD9;
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border-spacing: 0;
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}
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.tg td {
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background-color: #EBF5FF;
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border-color: #9ABAD9;
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border-style: solid;
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border-width: 1px;
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color: #444;
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font-family: Arial, sans-serif;
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font-size: 14px;
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overflow: hidden;
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padding: 10px 20px;
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word-break: normal;
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font-weight: bold;
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vertical-align: middle;
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text-align: center;
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white-space: nowrap;
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}
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.tg th {
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background-color: #409cff;
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border-color: #9ABAD9;
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border-style: solid;
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border-width: 1px;
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color: #fff;
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font-family: Arial, sans-serif;
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font-size: 14px;
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font-weight: normal;
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overflow: hidden;
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padding: 10px 20px;
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word-break: normal;
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font-weight: bold;
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vertical-align: middle;
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text-align: center;
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white-space: nowrap;
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margin: auto;
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}
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.tg .tg-0pky {
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border-color: inherit;
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text-align: center;
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vertical-align: top,
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}
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.tg .tg-fymr {
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border-color: inherit;
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font-weight: bold;
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text-align: center;
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vertical-align: top
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}
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.slider {
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-webkit-appearance: none;
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width: 75%;
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height: 15px;
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border-radius: 5px;
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background: #d3d3d3;
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outline: none;
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opacity: 0.7;
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-webkit-transition: .2s;
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transition: opacity .2s;
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}
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.slider::-webkit-slider-thumb {
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-webkit-appearance: none;
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appearance: none;
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width: 25px;
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height: 25px;
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border-radius: 50%;
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background: #409cff;
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cursor: pointer;
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}
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.slider::-moz-range-thumb {
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width: 25px;
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height: 25px;
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border-radius: 50%;
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background: #409cff;
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cursor: pointer;
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}
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audio {
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width: 240px;
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}
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/* CSS */
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.button-12 {
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display: flex;
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flex-direction: column;
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align-items: center;
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padding: 10px 54px;
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font-family: -apple-system, BlinkMacSystemFont, 'Roboto', sans-serif;
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font-weight: bold;
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border-radius: 6px;
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border: none;
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background: #6E6D70;
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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);
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color: #DFDEDF;
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user-select: none;
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-webkit-user-select: none;
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touch-action: manipulation;
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}
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.button-12:focus {
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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);
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outline: 0;
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}
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video {
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margin: 1em;
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}
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</style>
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<script src="transcripts.js"></script>
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## Architecture
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<img src="images/architecture.png" alt="Architecture of OverFlow" width="750"/>
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<script>
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transcript_listening_test = {
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1: "It had established periodic regular review of the status of four hundred individuals;", //4
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2: "The narrative of these events is based largely on the recollections of the participants,", // 3
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3: "The jury did not believe him, and the verdict was for the defendants.", // 7
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4: "One by one the huge uprights of black timber were fitted together,", // 19
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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
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6: "The boy declared he saw no one, and accordingly passed through without paying the toll of a penny." // 38
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}
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function play_audio(filename, audio_id, condition_name, transcription){
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audio = document.getElementById(audio_id);
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audio_source = document.getElementById(audio_id + "-src");
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block_quote = document.getElementById(audio_id + "-transcript");
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stimulus_span = document.getElementById(audio_id + "-span");
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audio.pause();
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audio_source.src = filename;
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block_quote.innerHTML = transcription;
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stimulus_span.innerHTML = condition_name;
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audio.load();
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audio.play();
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}
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</script>
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## Stimuli from the evaluation test
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Currently loaded => <span id="stimuli-from-listening-test-span" style="font-weight: bold;"> MAT-10 : Sentence 1</span>
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<blockquote>
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<p id="stimuli-from-listening-test-transcript">
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It had established periodic regular review of the status of four hundred individuals;
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</p>
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</blockquote>
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<audio id="stimuli-from-listening-test" controls>
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<source id="stimuli-from-listening-test-src" src="stimuli/sample_from_test/MAT-10_1.wav" type="audio/wav">
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</audio>
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<table class="tg">
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<thead>
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<tr>
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<th class="tg-0pky">Architecture</th>
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<th class="tg-0pky">Condition</th>
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<th class="tg-0pky">Sentence 1</th>
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<th class="tg-0pky">Sentence 2</th>
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<th class="tg-0pky">Sentence 3</th>
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<th class="tg-0pky">Sentence 4</th>
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<th class="tg-0pky">Sentence 5</th>
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<th class="tg-0pky">Sentence 6</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<th class="tg-0pky">Vocoded</th>
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<th class="tg-0pky">VOC</th>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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</tr>
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<tr>
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<th class="tg-0pky" rowspan="3">Matcha-TTS</th>
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<th class="tg-0pky">MAT-10</th>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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</tr>
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<tr>
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<th class="tg-0pky">MAT-4</th>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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</tr>
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<tr>
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<th class="tg-0pky">MAT-2</th>
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<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>
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<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>
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<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>
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<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>
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<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>
|
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</tr>
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<tr>
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<th class="tg-0pky" rowspan="2">Grad-TTS</th>
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<th class="tg-0pky">GRAD-10</th>
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<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>
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||||
<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>
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||||
<tr>
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<th class="tg-0pky">GRAD-4</th>
|
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<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>
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<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>
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<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>
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<tr>
|
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<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>
|
||||
|
||||
<!--
|
||||
[][this_page] -->
|
||||
@@ -0,0 +1,4 @@
|
||||
title: Matcha-TTS
|
||||
theme: jekyll-theme-dinky
|
||||
description: A fast TTS architecture with conditional flow matching
|
||||
show_downloads: False
|
||||
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Reference in New Issue
Block a user