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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description"
content="Unaligned Supervision for Automatic Music Transcription in The Wild">
<meta name="keywords" content="AMT, Music Transcription, Automatic Music Transcription">
<meta name="viewport" content=content="width=device-width, initial-scale=1">
<title>Unaligned Supervision for Automatic Music Transcription in The Wild.</title>
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<body>
<section class="hero">
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<div class="container is-widescreen">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">Unaligned Supervision for Automatic Music Transcription in The Wild</h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
Ben Maman<sup>1</sup>,</span>
<span class="author-block">
<a href="https://www.cs.tau.ac.il/~amberman/">Amit H. Bermano</a><sup>1</sup>,</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Tel Aviv University,</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<span class="link-block">
<a href="https://proceedings.mlr.press/v162/maman22a.html"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>ICML 2022 Paper</span>
</a>
</span>
<span class="link-block">
<a href="https://arxiv.org/abs/2204.13668"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
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<a href="https://github.com/benadar293/benadar293.github.io"
class="external-link button is-normal is-rounded is-dark">
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<i class="fab fa-github"></i>
</span>
<span>Code & Data</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
</section>
<section class="section">
<div class="container is-widescreen">
<div class="columns is-centered">
<!-- <video controlswidth="60%">
<source src="Video_Unaligned_Supervision_for_Automatic_Music_Transcription_in_The_Wild.mp4"
type="video/mp4">
</video> -->
</div>
</div>
</section>
<section class="section">
<div class="container is-widescreen">
<!-- Abstract. -->
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<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
Multi-instrument Automatic Music Transcription (AMT), or the decoding of a musical recording into semantic musical content, is one of the holy grails of Music Information Retrieval. Current AMT approaches are restricted to piano and (some) guitar recordings, due to difficult data collection. In order to overcome data collection barriers, previous AMT approaches attempt to employ musical scores in the form of a digitized version of the same song or piece. The scores are typically aligned using audio features and strenuous human intervention to generate training labels.
</p>
<p>
We introduce NoteEM, a method for simultaneously training a transcriber and aligning the scores to their corresponding performances, in a fully-automated process. Using this unaligned supervision scheme, complemented by pseudo-labels and pitch shift augmentation, our method enables training on in-the-wild recordings with unprecedented accuracy and instrumental variety. Using only synthetic data and unaligned supervision, we report SOTA note-level accuracy of the MAPS dataset, and large favorable margins on cross-dataset evaluations. We also demonstrate robustness and ease of use; we report comparable results when training on a small, easily obtainable, self-collected dataset, and we propose alternative labeling to the MusicNet dataset, which we show to be more accurate.
</p>
</div>
</div>
</div>
<!--/ Abstract. -->
<div class="content has-text-justified">
<p>
We provide here example transcriptions done by our system of famous pieces and songs, toegether with quantitative results on various benchmarks. We also provide here our <a href="musicnet_em.zip">improved labels</a> for the
<a href="https://arxiv.org/abs/1611.09827"> MusicNet </a> dataset (the original dataset can be found <a href="https://www.kaggle.com/imsparsh/musicnet-dataset">here</a>). The labels were generated automatically by our method. We refer to MusicNet recordings with our labels as MusicNetEM. We provide a baseline for training from scratch on MusicNetEM, including cross-dataset evaluation. For more information, take a look at our <a href="https://arxiv.org/pdf/2204.13668.pdf">ICML 2022 paper</a> on arXiv.
</p>
</div>
</section>
<section class="section">
<div class="container is-widescreen">
<div class="columns is-centered">
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<div class="columns is-centered is-gapless">
<div class="column">
<h2 class="title is-7">Bach Concerto original.</h2>
<!-- <video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\html audio/bach concerto audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/R66fz9yxzAk?start=207&end=228">
</iframe>
</div>
<!--/ Visual Effects. -->
<!-- Matting. -->
<div class="column">
<h2 class="title is-7">Bach Concerto transcription</h2>
<!-- <div class="columns is-centered">
<div class="column"> -->
<video id="matting-video" controls height="100%">
<source src="html midi/bach concerto.mp4"
type="video/mp4">
</video>
<!-- </div>
</div> -->
</div>
</div>
<h2 class="title mt-0 is-7">
Source: <a href="https://www.youtube.com/watch?v=R66fz9yxzAk&ab_channel=SoliDeoGloria8550">https://www.youtube.com/watch?v=R66fz9yxzAk&ab_channel=SoliDeoGloria8550</a>
</h2>
</div>
<div class="column">
<div class="columns is-centered is-gapless">
<div class="column">
<h2 class="title is-7">Carmen original</h2>
<!-- <video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\html audio/carmen audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/jL-Csf1pNCI?start=160&end=182">
</iframe>
</div>
<div class="column">
<h2 class="title is-7">Carmen transcription</h2>
<video id="dollyzoom" controls height="100%">
<source src="html midi/carmen.mp4"
type="video/mp4">
</video>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=jL-Csf1pNCI&ab_channel=FranceMusique">https://www.youtube.com/watch?v=jL-Csf1pNCI&ab_channel=FranceMusique</a> </h2>
</div>
<div class="column">
<div class="columns is-centered is-gapless">
<!--
<div class="column">
<div class="content">
<h2 class="title is-6">Brahms Piano Concerto original</h2>
<video id="dollyzoom"controls height="100%">
<source src="D:/onsets-and-frames-master/transcription visualizations/audio/short/brahms concerto 2 audio.mp4"
type="video/mp4">
</video>
</div>
</div>
<h2 class="title is-6">Brahms Piano Concerto transcription</h2>
<div class="columns is-centered">
<div class="column content">
<video id="matting-video" controls height="100%">
<source src="D:/onsets-and-frames-master/transcription visualizations/transcriber-220107-103722-model-7_best_frame/AV/short/short/brahms piano concerto.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=YzZy1is6ZRU&ab_channel=Levan">https://www.youtube.com/watch?v=YzZy1is6ZRU&ab_channel=Levan</a>
</h2> -->
<!-- Visual Effects. -->
<div class="column">
<div class="content">
<h2 class="title is-7">Eine Kleine Nachtmusik original</h2>
<!-- <video id="dollyzoom"controls height="100%">
<source src="html audio/eine kleine nachtmusik audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/oy2zDJPIgwc?start=5&end=31">
</iframe>
</div>
</div>
<!--/ Visual Effects. -->
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<div class="column">
<h2 class="title is-7">Eine Kleine Nachtmusik transcr.</h2>
<div class="columns is-centered">
<div class="column content">
<video id="matting-video" controls height="100%">
<source src="html midi/eine kleine nachtmusik.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=oy2zDJPIgwc&ab_channel=AllClassicalMusic">https://www.youtube.com/watch?v=oy2zDJPIgwc&ab_channel=AllClassicalMusic</a>
</h2>
</div>
</div>
<br><br>
<div class="columns is-centered">
<!-- Visual Effects. -->
<div class="column">
<div class="columns is-centered is-gapless">
<div class="column">
<div class="content">
<h2 class="title is-7">Mozart Symphony 40 original</h2>
<!-- <video id="dollyzoom" controls height="100%">
<source src="html audio/mozart symphony 40 audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/wqkXqpQMk2k?start=40&end=71">
</iframe>
</div>
</div>
<div class="column">
<h2 class="title is-7">Mozart Symphony 40 transcription</h2>
<div class="columns is-centered">
<div class="column content">
<video id="matting-video" controls height="100%">
<source src="html midi/mozart symphony 40.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=wqkXqpQMk2k">https://www.youtube.com/watch?v=wqkXqpQMk2k</a> </h2>
</div>
<div class="column">
<div class="columns is-centered is-gapless">
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<div class="content">
<h2 class="title is-7">Beethoven Wind Sextet original</h2>
<video id="dollyzoom" controls height="100%">
<source src="html audio/2416 audio.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Beethoven Wind Sextet transcription</h2>
<video id="dollyzoom" controls height="100%">
<source src="html midi/2416.mp4"
type="video/mp4">
</video>
</div>
</div>
<!--/ Visual Effects. -->
</div>
<h2 class="title is-7">Source: MusicNet 2416</h2>
</div>
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<h2 class="title is-7">Bach Invention original</h2>
<!-- <video id="dollyzoom"controls height="100%">
<source src="html audio/invention audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/whbFffxr2q4?start=5&end=25">
</iframe>
</div>
</div>
<!--/ Visual Effects. -->
<!-- Matting. -->
<div class="column">
<h2 class="title is-7">Bach Invention transcription</h2>
<div class="columns is-centered">
<div class="column content">
<video id="matting-video" controls height="100%">
<source src="html midi/invention.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=whbFffxr2q4&ab_channel=NetherlandsBachSociety">https://www.youtube.com/watch?v=whbFffxr2q4&ab_channel=NetherlandsBachSociety</a>
</h2>
</div>
</div>
<br><br>
<div class="columns is-centered">
<!-- Visual Effects. -->
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<div class="columns is-centered is-gapless">
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<h2 class="title is-7">Indiana Jones original</h2>
<!-- <video id="dollyzoom" controls height="100%">
<source src="html audio/indiana audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="122" src="https://www.youtube.com/embed/-bTpp8PQSog?start=6&end=23">
</iframe>
</div>
</div>
<div class="column">
<h2 class="title is-7">Indiana Jones transcription</h2>
<div class="columns is-centered">
<div class="column content">
<video id="matting-video" controls height="100%">
<source src="html midi/indiana.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=-bTpp8PQSog&ab_channel=Vyrium">https://www.youtube.com/watch?v=-bTpp8PQSog&ab_channel=Vyrium</a> </h2>
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<h2 class="title is-7">Beethoven Concerto original</h2>
<iframe width="100%" height="122" src="https://www.youtube.com/embed/TahrEIVu4nQ?start=114&end=155">
</iframe>
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<h2 class="title is-7">Beethoven Concerto transcription</h2>
<video id="dollyzoom" controls height="100%">
<source src="html midi/beethoven concerto.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=TahrEIVu4nQ&ab_channel=pianoconc2">https://www.youtube.com/watch?v=TahrEIVu4nQ&ab_channel=pianoconc2</a></h2>
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<h2 class="title is-7">Beethoven String Quartet original</h2>
<video id="dollyzoom"controls height="100%">
<source src="html audio/2382 audio.mp4"
type="video/mp4">
</video>
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<h2 class="title is-7">Beethoven String Quartet transcr.</h2>
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<source src="html midi/2382.mp4"
type="video/mp4">
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<h2 class="title is-7">
Source: MusicNet 2382
</h2>
</div>
</div>
<br>
</div>
<section class="section">
<div class="container is-widescreen">
<h2 class="title is-3">Comparisons</h2>
<p>
We show here qualitative comparisons with two models: <a href="https://github.com/magenta/mt3">MT3</a> (<a href="">Gardner et al., 2021</a>) and <a href="https://music-and-culture-technology-lab.github.io/omnizart-doc/"> Omnizart </a> (<a href="https://ieeexplore.ieee.org/document/9222310">Wu et al., 2020</a>):
</p>
<br>
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<h2 class="title is-7">ABBA Gimme original</h2>
<iframe width="100%" height="124" src="https://www.youtube.com/embed/JWay7CDEyAI?start=17&end=38">
</iframe>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="D:/Website transcriptions/html audio/gimme audio.mp4"
type="video/mp4">
</video> -->
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<div class="content">
<h2 class="title is-7">ABBA Gimme MT3 transcription</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/gimme MT3.mp4" type="video/mp4">
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<h2 class="title is-7">ABBA Gimme our transcription</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/gimme.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=JWay7CDEyAI&ab_channel=CraigGagn%C3%A9"> https://www.youtube.com/watch?v=JWay7CDEyAI&ab_channel=CraigGagn%C3%A9 </a>
</h2>
<br><br>
<div class="columns is-gapless">
<div class="column">
<div class="content">
<h2 class="title is-7">Pulp Fiction original</h2>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="html audio/pulp fiction audio.mp4"
type="video/mp4">
</video> -->
<iframe width="100%" height="124" src="https://www.youtube.com/embed/1hLIXrlpRe8?start=25&end=46">
</iframe>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Pulp Fiction MT3</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/pulp fiction MT3.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Pulp Fiction Ours</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/pulp fiction.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=1hLIXrlpRe8"> https://www.youtube.com/watch?v=1hLIXrlpRe8 </a>
</h2>
<br><br>
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<h2 class="title is-7">Stars and Stripes original</h2>
<iframe width="100%" height="124" src="https://www.youtube.com/embed/a-7XWhyvIpE?start=59&end=80">
</iframe>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="html audio/stars audio.mp4"
type="video/mp4">
</video> -->
</div>
</div>
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<div class="content">
<h2 class="title is-7">Stars and Stripes Omnizart</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/stars Omnizart.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Stars and Stripes Ours</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/stars.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=a-7XWhyvIpE&ab_channel=UnitedStatesMarineBand">https://www.youtube.com/watch?v=a-7XWhyvIpE&ab_channel=UnitedStatesMarineBand</a>
</h2>
</div>
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<h2 class="title is-7">Hungarian Dance original</h2>
<iframe width="100%" height="123" src="https://www.youtube.com/embed/Nzo3atXtm54?start=33&end=57">
</iframe>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="D:/Website transcriptions/html audio/hungarian audio.mp4"
type="video/mp4">
</video> -->
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Hungarian Dance MT3</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/hungarian MT3.mp4"
type="video/mp4">
</video>
</div>
</div>
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<h2 class="title is-7">Hungarian Dance ours</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/hungarian.mp4"
type="video/mp4">
</video>
</div>
</div>
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<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=Nzo3atXtm54&ab_channel=MelosKonzerte">https://www.youtube.com/watch?v=Nzo3atXtm54&ab_channel=MelosKonzerte</a>
</h2>
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<h2 class="title is-7">Barber of Seville original</h2>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="html audio/barber audio.mp4"
type="video/mp4">
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<iframe width="100%" height="123" src="https://www.youtube.com/embed/OloXRhesab0?start=127&end=160">
</iframe>
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<div class="content">
<h2 class="title is-7">Barber of Seville MT3</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/barber MT3.mp4"
type="video/mp4">
</video>
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<h2 class="title is-7">Barber of Seville ours</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/barber.mp4"
type="video/mp4">
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<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=OloXRhesab0&t=2s&ab_channel=ClassicalMusicOnly">https://www.youtube.com/watch?v=OloXRhesab0&t=2s&ab_channel=ClassicalMusicOnly</a>
</h2>
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<h2 class="title is-7">Brahms original</h2>
<iframe width="100%" height="123" src="https://www.youtube.com/embed/YzZy1is6ZRU?end=34">
</iframe>
<!-- <video id="dollyzoom"controls width="100%" height="auto">
<source src="D:/Website transcriptions/html audio/brahms concerto audio.mp4"
type="video/mp4">
</video> -->
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Brahms Omnizart</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/brahms concerto Omnizart.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-7">Brahms Ours</h2>
<video id="dollyzoom"controls width="100%" height="auto">
<source src="html midi/brahms concerto.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=YzZy1is6ZRU&ab_channel=Levan">https://www.youtube.com/watch?v=YzZy1is6ZRU&ab_channel=Levan</a>
</h2>
</div>
</div>
<br><br>
<h2 class="title is-3">Pop Music & Singing</h2>
<p>
We show initial results for pop music, including human singing, fine-tuned on a small pop dataset:
</p>
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<h2 class="title is-7">Eye of The Tiger original</h2>
<video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\Ours\audio/tiger.mp4"
type="video/mp4">
</video>
</div>
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<h2 class="title is-7">Eye of The Tiger transcription</h2>
<video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\Ours\Pop\transcriber-220318-023027-model_best_dtw2\AV\Final/tiger.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=btPJPFnesV4&ab_channel=SurvivorVEVO">https://www.youtube.com/watch?v=btPJPFnesV4&ab_channel=SurvivorVEVO</a> </h2>
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<h2 class="title is-7">Voyage original</h2>
<iframe width="100%" height="117" src="https://www.youtube.com/embed/NlgmH5q9uNk?start=53&end=73">
</iframe>
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<source src="html audio/voyage audio.mp4"
type="video/mp4">
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<h2 class="title is-7">Voyage transcription</h2>
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<video id="matting-video" controls height="100%">
<source src="html midi/voyage.mp4"
type="video/mp4">
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</div>
<h2 class="title is-7">
Source: <a href="https://www.youtube.com/watch?v=NlgmH5q9uNk&ab_channel=Desireless">https://www.youtube.com/watch?v=NlgmH5q9uNk&ab_channel=Desireless</a>
</h2>
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<h2 class="title is-7">Eye of The Tiger original</h2>
<video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\Ours\audio/tiger.mp4"
type="video/mp4">
</video>
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<h2 class="title is-7">Eye of The Tiger transcription</h2>
<video id="dollyzoom" controls height="100%">
<source src="D:\Website transcriptions\Ours\Pop\transcriber-220318-023027-model_best_dtw2\AV\Final/tiger.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<h2 class="title is-7">Source: <a href="https://www.youtube.com/watch?v=btPJPFnesV4&ab_channel=SurvivorVEVO">https://www.youtube.com/watch?v=btPJPFnesV4&ab_channel=SurvivorVEVO</a> </h2>
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