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<section id="omnizart-music-transcription-made-easy">
<h1>OMNIZART: MUSIC TRANSCRIPTION MADE EASY<a class="headerlink" href="#omnizart-music-transcription-made-easy" title="Permalink to this headline">¶</a></h1>
<figure class="align-center">
<img alt="_images/features2.png" src="_images/features2.png" />
</figure>
<p>Omnizart is a Python library and a streamlined solution for automatic music transcription.
This library gathers the research outcomes from <a class="reference external" href="https://sites.google.com/view/mctl/home">Music and Cultural Technology Lab</a>,
analyzing polyphonic music and transcribes
<strong>musical notes of instruments</strong> <span id="id1">[<a class="reference internal" href="#id8" title="Y.-T Wu, B. Chen, and L. Su. Multi-instrument automatic music transcription with self-attention-based instance segmentation. In TASLP. 2020.">WCS20</a>]</span>,
<strong>chord progression</strong> <span id="id2">[<a class="reference internal" href="#id9" title="T.-P. Chen and L. Su. Harmony transformer: incorporating chord segmentation into harmony recognition. In ISMIR. 2019.">CS19</a>]</span>,
<strong>drum events</strong> <span id="id3">[<a class="reference internal" href="#id10" title="I.-C. Wei, C.-W. Wu, and L. Su. Improving automatic drum transcription using large-scale audio-to-midi aligned data. In ICASSP (Under Review). 2020.">WWS20</a>]</span>,
<strong>frame-level vocal melody</strong> <span id="id4">[<a class="reference internal" href="#id11" title="W.-T. Lu and L. Su. Vocal melody extraction with semantic segmentation and audio-symbolic domain transfer learning. In ISMIR. 2018.">LS18</a>]</span>,
<strong>note-level vocal melody</strong> <span id="id5">[<a class="reference internal" href="#id13" title="J.-Y. Hsu and L. Su. Vocano: transcribing singing vocal notes in polyphonic music using source separation and semi-supervised learning. In (Under Review). 2020.">HS20</a>]</span>, and
<strong>beat</strong> <span id="id6">[<a class="reference internal" href="#id12" title="Y.-C. Chuang and L. Su. Beat and downbeat tracking of symbolic music data using deep recurrent neural networks. In APSIPA ASC. 2020.">CS20</a>]</span>.</p>
<p>Omnizart provides the main functionalities that construct the life-cycle of deep learning-based music transcription,
covering from <em>dataset downloading</em>, <em>feature pre-processing</em>, <em>model training</em>, to <em>transcription</em> and <em>sonification</em>.
Pre-trained checkpoints are also provided for the immediate usage of transcription. The paper can be found from
<a class="reference external" href="https://doi.org/10.21105/joss.03391">Journal of Open Source Software (JOSS)</a>.</p>
<section id="demonstration">
<h2>Demonstration<a class="headerlink" href="#demonstration" title="Permalink to this headline">¶</a></h2>
<section id="colab">
<h3>Colab<a class="headerlink" href="#colab" title="Permalink to this headline">¶</a></h3>
<p>Play with the <a class="reference external" href="https://bit.ly/OmnizartColab">Colab notebook</a> to transcribe your favorite song almost immediately!</p>
</section>
<section id="replicate-web-demo">
<h3>Replicate web demo<a class="headerlink" href="#replicate-web-demo" title="Permalink to this headline">¶</a></h3>
<p>Transcribe music with <a class="reference external" href="https://replicate.com/breezewhite/omnizart">Replicate web UI</a>.</p>
</section>
<section id="sound-samples">
<h3>Sound samples<a class="headerlink" href="#sound-samples" title="Permalink to this headline">¶</a></h3>
<p>Original song</p>
<iframe src="https://www.youtube-nocookie.com/embed/hjJhweRlE-A" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe><p>Chord transcription</p>
<audio controls="controls">
<source src="_audio/high_chord_synth.mp3" type="audio/mpeg">
Your browser does not support the <code>audio</code> element.
</audio><p>Drum transcription</p>
<audio controls="controls">
<source src="_audio/high_drum_synth.mp3" type="audio/mpeg">
Your browser does not support the <code>audio</code> element.
</audio><p>Note-level vocal transcription</p>
<audio controls="controls">
<source src="_audio/high_vocal_synth.mp3" type="audio/mpeg">
Your browser does not support the <code>audio</code> element.
</audio><p>Frame-level vocal transcription</p>
<audio controls="controls">
<source src="_audio/high_vocal_contour.mp3" type="audio/mpeg">
Your browser does not support the <code>audio</code> element.
</audio><p>Source files can be downloaded <a class="reference external" href="https://drive.google.com/file/d/15VqHearznV9L83cyl61ccACsXXJ4vBHo/view?usp=sharing">here</a>.
You can use <em>Audacity</em> to open the files.</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="quick-start.html">Quick Start</a><ul>
<li class="toctree-l2"><a class="reference internal" href="quick-start.html#colab">Colab</a></li>
<li class="toctree-l2"><a class="reference internal" href="quick-start.html#installation">Installation</a></li>
<li class="toctree-l2"><a class="reference internal" href="quick-start.html#cli">CLI</a></li>
</ul>
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<li class="toctree-l1"><a class="reference internal" href="tutorial.html">Tutorial</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tutorial.html#core">Core</a></li>
<li class="toctree-l2"><a class="reference internal" href="tutorial.html#utility">Utility</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="demo.html">Demonstration</a><ul>
<li class="toctree-l2"><a class="reference internal" href="demo.html#collage">葬予規路火烌猶在 - 柯拉琪 Collage</a></li>
<li class="toctree-l2"><a class="reference internal" href="demo.html#last-stardust-piano-ver-animenz">Last Stardust Piano Ver. - Animenz</a></li>
<li class="toctree-l2"><a class="reference internal" href="demo.html#self-spiral-the-surrealist">Self Spiral - The Surrealist</a></li>
<li class="toctree-l2"><a class="reference internal" href="demo.html#question-everything-dreamshade">Question Everything - Dreamshade</a></li>
<li class="toctree-l2"><a class="reference internal" href="demo.html#cosmo-funk-snail-s-house">Cosmo Funk - Snail’s House</a></li>
</ul>
</li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Command Line Interface</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="music/cli.html">omnizart music</a><ul>
<li class="toctree-l2"><a class="reference internal" href="music/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="drum/cli.html">omnizart drum</a><ul>
<li class="toctree-l2"><a class="reference internal" href="drum/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="chord/cli.html">omnizart chord</a><ul>
<li class="toctree-l2"><a class="reference internal" href="chord/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="vocal/cli.html">omnizart vocal</a><ul>
<li class="toctree-l2"><a class="reference internal" href="vocal/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="vocal-contour/cli.html">omnizart vocal-contour</a><ul>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="beat/cli.html">omnizart beat</a><ul>
<li class="toctree-l2"><a class="reference internal" href="beat/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/cli.html#train-model">train-model</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="patch-cnn/cli.html">omnizart patch-cnn</a><ul>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/cli.html#transcribe">transcribe</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/cli.html#generate-feature">generate-feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/cli.html#train-model">train-model</a></li>
</ul>
</li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">API Reference</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="music/api.html">Music Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#module-omnizart.music.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#module-omnizart.music.losses">Loss Functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#module-omnizart.music.labels">Labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#module-omnizart.music.prediction">Prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="music/api.html#settings">Settings</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="drum/api.html">Drum Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#module-omnizart.drum.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#module-omnizart.drum.labels">Labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#module-omnizart.drum.prediction">Prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="drum/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="chord/api.html">Chord Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#module-omnizart.chord.features">Feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#module-omnizart.chord.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="chord/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="vocal/api.html">Vocal Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#module-omnizart.vocal.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#module-omnizart.vocal.labels">Labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#module-omnizart.vocal.prediction">Prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="vocal-contour/api.html">Vocal-Contour Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/api.html#module-omnizart.vocal_contour.app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/api.html#module-omnizart.vocal_contour.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/api.html#module-omnizart.music.losses">Loss Functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="vocal-contour/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="patch-cnn/api.html">Patch-CNN Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#module-omnizart.patch_cnn.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#labels">Labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="patch-cnn/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="beat/api.html">Beat Transcription</a><ul>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#feature-storage-format">Feature Storage Format</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#app">App</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#dataset">Dataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#module-omnizart.beat.inference">Inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#loss-functions">Loss Functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#module-omnizart.beat.features">Features</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#module-omnizart.beat.prediction">Prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="beat/api.html#settings">Settings</a></li>
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<li class="toctree-l1"><a class="reference internal" href="feature.html">Feature</a><ul>
<li class="toctree-l2"><a class="reference internal" href="feature.html#module-omnizart.feature.cfp">CFP</a></li>
<li class="toctree-l2"><a class="reference internal" href="feature.html#module-omnizart.feature.hcfp">HCFP</a></li>
<li class="toctree-l2"><a class="reference internal" href="feature.html#module-omnizart.feature.cqt">CQT</a></li>
<li class="toctree-l2"><a class="reference internal" href="feature.html#module-omnizart.feature.beat_for_drum">Beat Tracking</a></li>
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<li class="toctree-l1"><a class="reference internal" href="models.html">Models</a><ul>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.u_net">U-Net</a></li>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.t2t">Tensor2Tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.spectral_norm_net">Spectral Normalization Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.chord_model">Chord Transformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.pyramid_net">Pyramid Net</a></li>
<li class="toctree-l2"><a class="reference internal" href="models.html#module-omnizart.models.utils">Utils</a></li>
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<li class="toctree-l1"><a class="reference internal" href="training.html">Training</a><ul>
<li class="toctree-l2"><a class="reference internal" href="training.html#id1">Training</a></li>
<li class="toctree-l2"><a class="reference internal" href="training.html#module-omnizart.callbacks">Callbacks</a></li>
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<li class="toctree-l1"><a class="reference internal" href="base.html">Base Classes</a><ul>
<li class="toctree-l2"><a class="reference internal" href="base.html#transcription">Transcription</a></li>
<li class="toctree-l2"><a class="reference internal" href="base.html#label">Label</a></li>
<li class="toctree-l2"><a class="reference internal" href="base.html#dataset-loader">Dataset Loader</a></li>
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<li class="toctree-l1"><a class="reference internal" href="constants.html">Constants</a><ul>
<li class="toctree-l2"><a class="reference internal" href="constants.html#feature">Feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="constants.html#datasets">Datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="constants.html#midi">Midi</a></li>
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<li class="toctree-l1"><a class="reference internal" href="utils.html">Utilities</a><ul>
<li class="toctree-l2"><a class="reference internal" href="utils.html#module-omnizart.remote">Remote</a></li>
<li class="toctree-l2"><a class="reference internal" href="utils.html#module-omnizart.utils">Utility Functions</a></li>
</ul>
</li>
</ul>
</div>
</section>
</section>
<section id="references">
<h2>References<a class="headerlink" href="#references" title="Permalink to this headline">¶</a></h2>
<p id="id7"><dl class="citation">
<dt class="label" id="id9"><span class="brackets">CS19</span></dt>
<dd><p>T.-P. Chen and L. Su. Harmony transformer: incorporating chord segmentation into harmony recognition. In <em>ISMIR</em>. 2019.</p>
</dd>
<dt class="label" id="id12"><span class="brackets">CS20</span></dt>
<dd><p>Y.-C. Chuang and L. Su. Beat and downbeat tracking of symbolic music data using deep recurrent neural networks. In <em>APSIPA ASC</em>. 2020.</p>
</dd>
<dt class="label" id="id13"><span class="brackets">HS20</span></dt>
<dd><p>J.-Y. Hsu and L. Su. Vocano: transcribing singing vocal notes in polyphonic music using source separation and semi-supervised learning. In <em>(Under Review)</em>. 2020.</p>
</dd>
<dt class="label" id="id11"><span class="brackets">LS18</span></dt>
<dd><p>W.-T. Lu and L. Su. Vocal melody extraction with semantic segmentation and audio-symbolic domain transfer learning. In <em>ISMIR</em>. 2018.</p>
</dd>
<dt class="label" id="id10"><span class="brackets">WWS20</span></dt>
<dd><p>I.-C. Wei, C.-W. Wu, and L. Su. Improving automatic drum transcription using large-scale audio-to-midi aligned data. In <em>ICASSP (Under Review)</em>. 2020.</p>
</dd>
<dt class="label" id="id8"><span class="brackets">WCS20</span></dt>
<dd><p>Y.-T Wu, B. Chen, and L. Su. Multi-instrument automatic music transcription with self-attention-based instance segmentation. In <em>TASLP</em>. 2020.</p>
</dd>
</dl>
</p>
</section>
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