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<title>Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion</title>
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<h1 class="poppins-medium text-3xl md:text-4xl lg:text-5xl mb-4">Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion</h1>
<h4 class="poppins-regular text-xl md:text-2xl">ICML 2024</h4>
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<a href="https://www.linkedin.com/in/hilamanor/" target="_blank" rel="noopener noreferrer" class="text-2xl hover:text-blue-400 transition-colors">Hila Manor</a>
<a href="https://tomer.net.technion.ac.il/" target="_blank" rel="noopener noreferrer" class="text-2xl hover:text-blue-400 transition-colors">Tomer Michaeli</a>
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<p class="text-center text-lg md:text-xl mt-2">Technion - Israel Institute of Technology</p>
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<a class="btn btn-lg btn-outline-primary" href="https://arxiv.org/abs/2402.10009" target="_blank" rel="noopener noreferrer">
<i class="ai ai-arxiv" aria-hidden="true"></i> ArXiv
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<i class="fa fa-github" aria-hidden="true"></i> Code
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<i class="fa fa-youtube" aria-hidden="true"></i> Presentation
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🤗 Text-Based Space
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<h1 class="poppins-regular text-2xl md:text-3xl mt-6">Abstract</h1>
<p class="text-base md:text-lg leading-relaxed mt-4">
Editing signals using large pre-trained models, in a zero-shot manner, has recently seen rapid advancements in the image domain. However, this wave has yet to reach the audio domain.
In this paper, we explore two zero-shot editing techniques for audio signals, which use DDPM inversion on pre-trained diffusion models. The first, adopted from the image domain, allows text-based editing.
The second, is a novel approach for discovering semantically meaningful editing directions without supervision.
When applied to music signals, this method exposes a range of musically interesting modifications, from controlling the participation of specific instruments to improvisations on the melody.
</p>
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<h1 class="poppins-regular text-2xl md:text-3xl">Video Overview</h1>
<p class="text-base md:text-lg mt-2">For people in a hurry. Images were generated by <a href="https://openai.com/dall-e-2" class="text-blue-400 hover:underline">DALL-E 2</a> and <a href="https://www.bing.com/copilot" class="text-blue-400 hover:underline">Copilot</a>.</p>
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<h1 class="poppins-regular text-2xl md:text-3xl">1. Samples of Editing</h1>
<p class="text-base md:text-lg mt-2">We present samples of audio editing using our proposed methods. The samples are organized into two sections: text-based editing and unsupervised editing.</p>
<!-- Text-Based Editing -->
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1.1. Samples of Text-Based Editing
</h2>
<div class="container show" id="variousSupSamples">
<div class="table-responsive">
<table class="table table-sm">
<thead>
<tr class="text-center">
<th scope="col">#</th>
<th scope="col">Source Prompt</th>
<th scope="col">Target Prompt</th>
<th scope="col">Original Audio</th>
<th scope="col">Edited Audio</th>
<th scope="col">Edit T<sub>start</sub></th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row">1</th>
<td>A recording of a <b>sneaky jazz</b> song.</td>
<td>A recording of a <b>tense classical</b> music score.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBFreeJazz.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/orchestra_MDDBFreeJazz_ours_90.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">110</td>
</tr>
<tr>
<th scope="row">2</th>
<td>A recording of a <b>hard rock</b> song.</td>
<td>A recording of a <b>jazz</b> song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBZeppelin.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/jazz_MDDBZeppelin_ours_100.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">100</td>
</tr>
<tr>
<th scope="row">3</th>
<td>A recording of a happy upbeat <b>classical music piece</b>.</td>
<td>A recording of a happy upbeat <b>arcade game soundtrack</b>.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBVivaldi.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/arcade_MDDBVivaldi_ours_100.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">100</td>
</tr>
<tr>
<th scope="row">4</th>
<td><b>Trumpets</b> playing alongside a piano, bass and drums in an upbeat old-timey cool <b>jazz</b> song.</td>
<td><b>A banjo</b> playing alongside a piano, bass and drums in an upbeat old-timey cool <b>country</b> song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBModalJazz.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/country_MDDBModalJazz_ours_110.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">90</td>
</tr>
<tr>
<th scope="row">5</th>
<td class="text-center align-middle">——</td>
<td>A recording of a dark techno song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBeethoven.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/techno_MDDBBeethoven_ours_110.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">90</td>
</tr>
<tr class="text-center align-middle">
<td colspan="6">
<button class="btn btn-outline-secondary" type="button" id="supExamplesHearMore1Btn" onclick="hearMore('supExamplesHearMore1Btn', 6, 13)">
<i class="fa fa-plus-square-o" aria-hidden="true"></i> I want to hear more!
</button>
</td>
</tr>
<tr hidden>
<th scope="row">6</th>
<td>A recording of a dramatic <b>epic Chinese</b> piece.</td>
<td>A recording of a dramatic <b>heavy metal</b> piece.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBChineseDrama.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/metal_MDDBChineseDrama_ours_160.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">40</td>
</tr>
<tr hidden>
<th scope="row">7</th>
<td>A recording of <b>a rock song</b>.</td>
<td>A recording of <b>Arabic music</b>.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBritpop.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/arabic_MDDBBritpop_ours_90.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">110</td>
</tr>
<tr hidden>
<th scope="row">8</th>
<td class="text-center align-middle">——</td>
<td>A recording of a funky hip hop song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBFunkJazz.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/hiphop_MDDBFunkJazz_ours_90.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">110</td>
</tr>
<tr hidden>
<th scope="row">9</th>
<td>A high quality recording of <b>wind instruments and strings</b> playing.</td>
<td>A high quality recording of <b>a piano</b> playing.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBeethoven.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/instrument_MDDBBeethoven_ours_130.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">70</td>
</tr>
<tr hidden>
<th scope="row">10</th>
<td>A recording of an upbeat <b>gospel</b> song.</td>
<td>A recording of an upbeat <b>techno</b> song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBGospel.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/techno_MDDBGospel_ours_100.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">100</td>
</tr>
<tr hidden>
<th scope="row">11</th>
<td>A recording of a happy upbeat song in a <b>Latin jazz</b> style.</td>
<td>A recording of a happy upbeat song in a <b>retro arcade game soundtrack</b> style.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBLatinJazz.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/arcade_MDDBLatinJazz_ours_110.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">90</td>
</tr>
<tr hidden>
<th scope="row">12</th>
<td class="text-center align-middle">——</td>
<td>A recording of an upbeat cool jazz song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBPunk.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/jazz_MDDBPunk_ours_110.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">90</td>
</tr>
<tr class="text-center align-middle" hidden>
<td colspan="6">
<button class="btn btn-outline-secondary" type="button" id="supExamplesHearMore2Btn" onclick="hearMore('supExamplesHearMore2Btn', 14, 19)">
<i class="fa fa-plus-square-o" aria-hidden="true"></i> I want to hear even more!
</button>
</td>
</tr>
<tr hidden>
<th scope="row">13</th>
<td>A recording of an <b>old rock</b> song.</td>
<td>A recording of an <b>techno</b> song.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBRockabilly.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/techno_MDDBRockabilly_ours_110.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">90</td>
</tr>
<tr hidden>
<th scope="row">14</th>
<td>Chinese strings, flutes, and harps playing an <b>upbeat</b> piece.</td>
<td>Chinese strings, flutes, and harps playing an <b>somber</b> piece.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBChineseChaoZhou.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/tone_MDDBChineseChaoZhou_ours_120.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">80</td>
</tr>
<tr hidden>
<th scope="row">15</th>
<td class="text-center align-middle">——</td>
<td>A recording of an upbeat arcade game soundtrack.</td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBebopJazz.mp3" type="audio/mp4"></audio></td>
<td><audio preload="auto" controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/arcade_MDDBBebopJazz_ours_120.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle">80</td>
</tr>
<tr hidden>
<th scope="row">16</th>
<td>A high quality recording of a <b>cat meowing</b>.</td>
<td>A high quality recording of a <b>dog barking</b>.</td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/CuteCat_10sec.mp3" type="audio/mp4"></audio></td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/CuteCat_10sec_ours_50.mp3" type="audio/mp4"></audio></td>
<td class="text-center">150</td>
</tr>
<tr hidden>
<th scope="row">17</th>
<td>A high quality recording of a <b>dog barking</b> a lot.</td>
<td>A high quality recording of a <b>gun shooting</b> a lot.</td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/DogBarking_10sec.mp3" type="audio/mp4"></audio></td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/DogBarking_10sec_ours_100.mp3" type="audio/mp4"></audio></td>
<td class="text-center">100</td>
</tr>
<tr hidden>
<th scope="row">18</th>
<td>A <b>kid talking loudly</b>.</td>
<td>A <b>rooster crowing</b>.</td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/Shouting.mp3" type="audio/mp4"></audio></td>
<td><audio controls class="audio-player"><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/Shouting_ours_90.mp3" type="audio/mp4"></audio></td>
<td class="text-center">110</td>
</tr>
</tbody>
</table>
</div>
<div class="mt-6">
<div class="flex justify-center">
<button class="btn btn-lg btn-warning" type="button" data-bs-toggle="collapse" data-bs-target="#huggingface_demo" aria-expanded="false" aria-controls="huggingface_demo">🤗 Space Demo</button>
</div>
<div id="huggingface_demo" class="collapse mt-4">
<div class="card-body">
<iframe src="https://hilamanor-audioediting.hf.space" frameborder="0" class="w-full h-[600px] rounded-lg shadow-lg"></iframe>
</div>
</div>
</div>
</div>
<!-- Unsupervised Editing -->
<h2 id="unsupsamples" class="anchor poppins-regular text-xl md:text-2xl">1.2. Samples of Unsupervised Editing</h2>
<p class="text-base md:text-lg mt-2">For the unsupervised editing, we split the samples into two sections.<br>The first section (Strength changes) shows how the same direction applied with different strengths changes the audio sequentially.<br>The second section (PC direction changes) shows how removing or adding a direction removes or adds a concept.</p>
<h3 class="poppins-regular text-lg md:text-xl flex items-center justify-center">
<button type="button" id="variousUnsupSamplesStrengthBtn" onclick="toggleCollapseArrow('variousUnsupSamplesStrengthBtn')" class="btn btn-light mr-2" data-bs-toggle="collapse" data-bs-target="#variousUnsupSamplesStrength" aria-expanded="true" aria-controls="variousUnsupSamplesStrength"><i class="fas fa-chevron-down"></i></button>
1.2.1. Various Samples (Strength changes)
</h3>
<div class="container show" id="variousUnsupSamplesStrength">
<div class="table-responsive">
<table class="table table-sm">
<thead>
<tr class="text-center">
<th scope="col">#</th>
<th scope="col">Inversion Prompt</th>
<th scope="col">Original Audio</th>
<th scope="col">Edited Audio +PC</th>
<th scope="col">Edited Audio +2PC</th>
<th scope="col">PC Interpretation</th>
<th scope="col">Edit Parameters</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row">1</th>
<td>A high quality recording of flutes and a trumpet playing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBLatinJazz_8secs.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBLatinJazz_ours_200--1_spts80_pcs_a-1.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBLatinJazz_ours_200--1_spts80_pcs_a-2.mp3" type="audio/mp4"></audio></td>
<td>Melody change</td>
<td class="text-center">t'∈[200, -1]<br>Specific t=80 used<br>PCs 1+2+3</td>
</tr>
<tr>
<th scope="row">2</th>
<td>A recording of a calm country song.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBCountry1_8secs.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBCountry1_ours_150--1_spts115_pcs_a1.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBCountry1_ours_150--1_spts115_pcs_a2.mp3" type="audio/mp4"></audio></td>
<td>Remove singer</td>
<td class="text-center">t'∈[150, -1]<br>Specific t=115 used<br>PCs 1+2+3</td>
</tr>
<tr>
<th scope="row">3</th>
<td class="text-center"></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBReggae_8secs.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBReggae_ours_150--1_spts80_pcs_a-1.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBReggae_ours_150--1_spts80_pcs_a-2.mp3" type="audio/mp4"></audio></td>
<td>Just drums</td>
<td class="text-center">t'∈[150, -1]<br>Specific t=80 used<br>PCs 1+2+3</td>
</tr>
<tr>
<th scope="row">4</th>
<td>A recording of a scary classical music piece.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBInTheHalloftheMountainKing.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBInTheHalloftheMountainKing_ours_150-50_spts95_pcs_a1.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBInTheHalloftheMountainKing_ours_150-50_spts95_pcs_a2.mp3" type="audio/mp4"></audio></td>
<td>Melody change</td>
<td class="text-center">t'∈[150, 50]<br>Specific t=95 used<br>PCs 1+2+3</td>
</tr>
<tr>
<th scope="row">5</th>
<td>A trumpet and a saxophone playing a cool jazz melody, with an accompaniment of a piano, bass and drums.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBCoolJazz.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBCoolJazz_ours_135-95_pcs_a20.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBCoolJazz_ours_135-95_pcs_a40.mp3" type="audio/mp4"></audio></td>
<td>Melody change</td>
<td class="text-center">t'∈[135, 95]<br>PCs 1+2+3</td>
</tr>
<tr class="text-center align-middle">
<td colspan="7">
<button class="btn btn-outline-secondary" type="button" id="unsupExamplesStrengthHearMoreBtn" onclick="hearMore('unsupExamplesStrengthHearMoreBtn', 6, 10)">
<i class="fa fa-plus-square-o" aria-hidden="true"></i> I want to hear more!
</button>
</td>
</tr>
<tr hidden>
<th scope="row">6</th>
<td>A high quality recording of wind instruments and strings playing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBeethoven.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeethoven_ours_135-95_pcs_a-20.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeethoven_ours_135-95_pcs_a-40.mp3" type="audio/mp4"></audio></td>
<td>Melody change</td>
<td class="text-center">t'∈[135, 95]<br>PCs 1+2+3</td>
</tr>
<tr hidden>
<th scope="row">7</th>
<td>A strings section playing classical music.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBVivaldi.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBVivaldi_ours_95-80_pcs_a-20.mp3" type="audio/mp4"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBVivaldi_ours_95-80_pcs_a-40.mp3" type="audio/mp4"></audio></td>
<td>Minor melody changes</td>
<td class="text-center">t'∈[95, 80]<br>PCs 1</td>
</tr>
<tr hidden>
<th scope="row">8</th>
<td>A high quality recording of a woman singing while a guitar and drums play in the background.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBRockabilly_8secs.mp3" type="audio/mp4"></audio></td>
</td><td><audio class="shortaudio" controls src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBRockabilly_ours_200--1_spts65_pcs_a-1.mp3"></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBRockabilly_ours_200--1_spts65_pcs_a-2.mp3"></audio></td>
<td>Instrument change</td>
<td>t'∈[200, -1]<br>Specific t=65 used<br>PCs 1</td>
</tr>
<tr hidden>
<th scope="row">9</th>
<td>A high quality recording of wind instruments and strings playing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBeethoven.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeethoven_ours_200--1_spts135_pc3_a1.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="/driver://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDBBeethoven_ours_200--1_spts135_pc3_a2.mp3"></audio></td>
<td>Melody changes</td>
<td>t'∈[200, -1]<br>Specific t=135 used<br>PC #3</td>
</tr>
<tr hidden>
<th scope="row">10</th>
<td>A high quality recording of a rock band playing an upbeat rock song.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBritpop_8secs.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBritpop_ours_200--1_spts95_pcs_a1.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/hilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBritpop_ours_200--1_spts95_pcs_a2.mp3"></td>
<td>Drums style change</td>
<td>t'∈[200, -1]<br>Specific t=95 used<br>PCs 1+3</td>
</tbody>
</table>
</div>
</div>
<h3 id="unsup-singlepc" class="anchor poppins-regular">1.2. Various Samples (PC direction changes)</h3>
<div class="container">
<div class="table-responsive">
<table class="table">
<thead>
<tr class="text-center">
<th scope="col">#</th>
<th>Inversion Prompt</th>
<th scope="col">Edited Audio -γPC</th>
<th scope="col">Original Audio</th>
<th scope="col">Edited Audio +γPC</th>
<th scope="col">PC Interpretation</th>
<th scope="col">Edit Parameters</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row">1</th>
<td>A high quality recording of a man singing and drums, guitar and bass playing a song, and later a woman singing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDBDBeatles_ours_115-80_pc1_a-40.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBBeatles.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeatles_ours_115-80_pc1_a40.mp3"></audio></td>
<td>Lead Guitar/Singer emphasis</td>
<td>t'∈[115, 80]<br>PC #1</td>
</tr>
<tr>
<th scope="row">2</th>
<td>A high quality recording of a man singing and drums, guitar and bass playing a song, and later a woman singing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeatles_ours_115-80_pc2_a-40.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDDBBeatles.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBBeatles_ours_115-80_pc2_a40.mp3"></audio></td>
<td>Singers/Drums emphasis</td>
<td>t'∈[115, 80]<br>PC #2</td>
</tr>
<tr>
<th scope="row">3</th>
<td>A high quality recording of a man singing with a rock band accompaniment.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBHendrix_ours_200--1_spts80_pc1_a-2.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBHendrix_8secs.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBHendrix_ours_200--1_spts80_pc1_a2.mp3"></audio></td>
<td>Drum-beats style</td>
<td>t'∈[200, -1]<br>Specific t=80 used<br>PC #1</td>
</tr>
<tr class="text-center align-middle">
<td colspan="7">
<button class="btn btn-outline-secondary" type="button" id="unsupExamplesDirectionHearMoreBtn" onclick="hearMore('unsupExamplesDirectionHearMoreBtn', 4, 6)">
<i class="fa fa-plus-square-o" aria-hidden="true"></i> I want to hear more!
</button>
</td>
</tr>
<tr hidden>
<th scope="row">4</th>
<td>A recording of rhythmic clapping, a woman singing, and drums and guitar playing.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBGospel_ours_150--1_spts120_pc3_a-2.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBGospel_8secs.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBGospel_ours_150--1_spts120_pc3_a2.mp3"></audio></td>
<td>Vibrato strength</td>
<td>t'∈[150, -1]<br>Specific t=120 used<br>PC #3</td>
</tr>
<tr hidden>
<th scope="row">5</th>
<td>A recording of an old timey rock song from the sixties.</td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBRock_ours_200--1_spts65_pcs_a-2.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBRock_8secs.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/MDDBRock_ours_200--1_spts65_pcs_a2.mp3"></audio></td>
<td>Guitar/Singer emphasis</td>
<td>t'∈[200, -1]<br>Specific t=65 used<br>PCs t</td>
</tr>
<tr hidden>
<th scope="row">6</th>
<td class="text-center"></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/ManSpeakingBGNoise_ours_115-95_pc1_a-40.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/ManSpeakingBGNoise.mp3"></audio></td>
<td><audio class="shortaudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/unsup_samples/ManSpeakingBGNoise_ours_115-95_pc1_a40.mp3"></audio></td>
<td>Isolate Woman/Man</td>
<td>t'∈[115, 95]<br>PC #1</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<hr class="border-gray-700">
<!-- Comparisons to Other Methods -->
<div class="text-center py-8">
<h1 class="poppins-regular text-2xl md:text-3xl">2. Comparisons to Other Methods</h1>
<h2 id="supcomparisons" class="anchor poppins-regular text-xl md:text-2xl">2.1. Comparisons of Text-Based Editing</h2>
<h3 class="poppins-regular text-lg md:text-xl flex items-center justify-center">
<button type="button" id="supComparisonsMusicSamplesBtn" onclick="toggleCollapseArrow('supComparisonsMusicSamplesBtn')" class="btn btn-light mr-2" data-bs-toggle="collapse" data-bs-target="#supComparisonsMusicSamples" aria-expanded="true" aria-controls="supComparisonsMusicSamples"><i class="fas fa-chevron-down"></i></button>
2.1.2. Music Samples
</h3>
<div class="container show" id="supComparisonsMusicSamples">
<div class="table-responsive">
<table class="table table-sm">
<thead>
<tr class="text-center">
<th scope="col">#</th>
<th scope="col">Source Prompt</th>
<th scope="col">Target Prompt</th>
<th scope="col">Original Audio</th>
<th scope="col">Ours</th>
<th scope="col">SDEdit<br>T<sub>start</sub>=100<br>T<sub>start</sub>=70<br>T<sub>start</sub>=40</th>
<th scope="col">MusicGen</th>
<th scope="col">DDIM Editing</th>
</tr>
</thead>
<tbody>
<tr class="align-top">
<th scope="row">1</th>
<td class="align-top">A recording of <b>a rock song</b>.</td>
<td class="align-top">A recording of <b>Arabic music</b>.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBBritpop.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/arabic_MDDBBritpop_ours_90.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=110</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arabic_MDDBBritpop_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arabic_MDDBBritpop_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arabic_MDDBBritpop_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/arabic_MDDBBritpop_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/arabic_MDDBBritpop_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top">
<th scope="row">2</th>
<td class="align-top">A recording of an <b>upbeat rock song</b>.</td>
<td class="align-top">A recording of an <b>arcade game soundtrack</b>.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBBeatles.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/arcade_MDDBBeatles_ours_100.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=100</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arcade_MDDBBeatles_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arcade_MDDBBeatles_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/arcade_MDDBBeatles_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/arcade_MDDBBeatles_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/arcade_MDDBBeatles_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top">
<th scope="row">3</th>
<td class="align-top text-center"></td>
<td class="align-top">A recording of a dark techno song.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBBeethoven.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/techno_MDDBBeethoven_ours_110.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=90</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBBeethoven_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBBeethoven_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBBeethoven_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/techno_MDDBBeethoven_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/techno_MDDBBeethoven_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top">
<th scope="row">4</th>
<td class="align-top">A high quality recording of <b>wind instruments and strings</b> playing.</td>
<td class="align-top">A high quality recording of <b>a piano</b> playing.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBBeethoven.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/instrument_MDDBBeethoven_ours_130.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=70</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/instrument_MDDBBeethoven_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/instrument_MDDBBeethoven_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/instrument_MDDBBeethoven_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/instrument_MDDBBeethoven_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/instrument_MDDBBeethoven_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="text-center align-middle">
<td colspan="8">
<button class="btn btn-outline-secondary" type="button" id="supExamplesCompHearMoreBtn1" onclick="hearMore('supExamplesCompHearMoreBtn1', 5, 11)">
<i class="fa fa-plus-square-o" aria-hidden="true"></i> I want to hear more!
</button>
</td>
</tr>
<tr class="align-top" hidden>
<th scope="row">5</th>
<td class="align-top text-center"></td>
<td class="align-top">A recording of an upbeat cool jazz song.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBPunk.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/jazz_MDDBPunk_ours_110.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=90</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/jazz_MDDBPunk_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/jazz_MDDBPunk_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/jazz_MDDBPunk_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/jazz_MDDBPunk_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/jazz_MDDBPunk_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top" hidden>
<th scope="row">6</th>
<td class="align-top">A recording of an <b>old rock</b> song.</td>
<td class="align-top">A recording of an <b>techno</b> song.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBRockabilly.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/techno_MDDBRockabilly_ours_110.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=90</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBRockabilly_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBRockabilly_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBRockabilly_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/techno_MDDBRockabilly_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/techno_MDDBRockabilly_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top" hidden>
<th scope="row">7</th>
<td class="align-top text-left">A recording of a <b>sneaky jazz song</b>.</td>
<td class="align-top">A recording of a <b>tense classical music score</b>.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBFreeJazz.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/orchestra_MDDBFreeJazz_ours_90.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=110</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/orchestra_MDDBFreeJazz_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/orchestra_MDDBFreeJazz_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/orchestra_MDDBFreeJazz_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/orchestra_MDDBFreeJazz_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/orchestra_MDDBFreeJazz_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top" hidden>
<th scope="row">8</th>
<td class="align-top text-center"></td>
<td class="align-top">A recording of a funky hip hop song.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBFunkJazz.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/hiphop_MDDBFunkJazz_ours_90.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=110</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/hiphop_MDDBFunkJazz_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/hiphop_MDDBFunkJazz_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/hiphop_MDDBFunkJazz_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/hiphop_MDDBFunkJazz_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/ddim/hiphop_MDDBFunkJazz_ddim.mp3" type="audio/mp4"></audio></td>
</tr>
<tr class="align-top" hidden>
<th scope="row">9</th>
<td class="align-top">A recording of an upbeat <b>gospel</b> song.</td>
<td class="align-top">A recording of an upbeat <b>techno</b> song.</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/orig/MDDBGospel.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sup_samples/techno_MDDBGospel_ours_100.mp3" type="audio/mp4"></audio>
<br>T<sub>start</sub>=100</td>
<td class="text-center align-middle"><br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBGospel_sdedit_100.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBGospel_sdedit_130.mp3" type="audio/mp4"></audio>
<br>
<audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/sdedit/techno_MDDBGospel_sdedit_160.mp3" type="audio/mp4"></audio>
</td>
<td class="text-center align-middle"><audio preload="auto" class="shorteraudio" controls><source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/audio/musicgen/techno_MDDBGospel_musicgen.mp3" type="audio/mp4"></audio></td>
<td class="text-center align-middle"><audio></audio>