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<!DOCTYPE html>
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<title>WaveNet Vocoder Samples</title>
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<meta name="author" content="Tomoki HAYASHI"/>
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<header class="l-header">
<p class="c-title p-title"><a href="https://kan-bayashi.github.io/WaveNetVocoderSamples/" class="p-title__link">WaveNet Vocoder Samples</a></p>
</header>
<main id="main" class="l-main">
<article class="p-article">
<header>
<h1></h1>
<div>
<div class="c-time">
Posted on
<time datetime="2018-01-09T19:18:54+09:00">
Jan 9, 2018
</time>
</div>
</div>
</header>
<section id="js-article" class="p-article__body">
<h1 id="system-overview">System overview</h1>
<p><img src="/WaveNetVocoderSamples/images/overview.bmp" alt="" /></p>
<h1 id="audio-samples">Audio samples</h1>
<h3 id="raw-target">RAW (Target)</h3>
<p>bdl<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/bdl/raw/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>rms<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/rms/raw/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>clb<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/clb/raw/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>slt<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/slt/raw/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<h3 id="sd-wavenet-vocoder">SD WaveNet Vocoder</h3>
<p>bdl<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/bdl/sd/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>rms<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/rms/sd/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>clb<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/clb/sd/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>slt<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/slt/sd/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<h3 id="si-close-wavenet-vocoder">SI-CLOSE WaveNet Vocoder</h3>
<p>bdl<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/bdl/si_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>rms<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/rms/si_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>clb<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/clb/si_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>slt<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/slt/si_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<h3 id="sc-wavenet-vocoder">SC WaveNet Vocoder</h3>
<p>bdl<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/bdl/sc_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>rms<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/rms/sc_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>clb<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/clb/sc_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>slt<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/slt/sc_close/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<h3 id="si-open-wavenet-vocoder">SI-OPEN WaveNet Vocoder</h3>
<p>bdl<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/bdl/si_open/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>rms<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/rms/si_open/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>clb<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/clb/si_open/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>slt<br />
<audio controls="controls" >
<source src="/WaveNetVocoderSamples/audio/slt/si_open/arctic_b0436.wav" autoplay/>
Your browser does not support the audio element.
</audio></p>
<p>You can download more examples from <a href="https://github.com/kan-bayashi/WaveNetVocoderSamples/">here</a></p>
<h1 id="subjective-evaluation-result">Subjective Evaluation Result</h1>
<h3 id="experimental-condition">Experimental condition</h3>
<ul>
<li><code>#evaluation speakers=4</code></li>
<li><code>#evaluation utts per speaker=40</code></li>
<li><code>#subjects=9</code></li>
<li><code>#evaluation utts per subject=120</code></li>
</ul>
<h3 id="experimental-result">Experimental Result</h3>
<p><img src="/WaveNetVocoderSamples/images/mos.bmp" alt="" /></p>
<h3 id="the-effect-of-the-amount-of-training-data">The effect of the amount of training data</h3>
<p><img src="/WaveNetVocoderSamples/images/mos_num_train.bmp" alt="" /></p>
<h1 id="references">References</h1>
<pre><code>@article{hayashi2018sp,
title={複数話者WaveNetボコーダに関する調査}.
author={林知樹 and 小林和弘 and 玉森聡 and 武田一哉 and 戸田智基},
journal={電子情報通信学会技術研究報告},
year={2018}
}
@article{hayashi2017multi,
title={An Investigation of Multi-Speaker Training for WaveNet Vocoder},
author={Hayashi, Tomoki and Tamamori, Akira and Kobayashi, Kazuhiro and Takeda, Kazuya and Toda, Tomoki},
journal={Proc. ASRU 2017},
year={2017}
}
@inproceedings{tamamori2017speaker,
title={Speaker-dependent WaveNet vocoder},
author={Tamamori, Akira and Hayashi, Tomoki and Kobayashi, Kazuhiro and Takeda, Kazuya and Toda, Tomoki},
booktitle={Proceedings of Interspeech},
pages={1118--1122},
year={2017}
}
</code></pre>
<h1 id="contact">Contact</h1>
<p>Tomoki Hayashi @ Nagoya University<br />
E-mail: hayashi.tomoki at g.sp.m.is.nagoya-u.ac.jp</p>
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