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<title>Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion</title>
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<link rel="shortcut icon" href="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/favicon.ico"
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<meta property="og:image" content="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/teaser.png"/>
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<meta property="og:title" content="Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion" />
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<meta property="og:description" content="Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion" />
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🤗 Text-Based Space
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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.
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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.
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The second, is a novel approach for discovering semantically meaningful editing directions without supervision.
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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.
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<title>Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion</title>
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<link rel="shortcut icon" href="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/favicon.ico" />
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<meta property="og:image" content="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/teaser.png"/>
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<meta property="og:title" content="Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion" />
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<meta property="og:description" content="Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion" />
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<a href="#" class="text-2xl font-extrabold gradient-text tracking-tight">Zero-Shot Audio Editing</a>
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<div class="hidden md:flex space-x-8 text-gray-300 font-semibold">
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<a href="#supsamples" class="hover:text-indigo-400 transition">Text-based Editing</a>
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<a href="#unsupsamples" class="hover:text-indigo-400 transition">Unsup. Editing</a>
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<a href="#supcomparisons" class="hover:text-indigo-400 transition">Text-Based Editing Comp.</a>
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<a href="#unsupcomparisons" class="hover:text-indigo-400 transition">Unsup. Editing Comp.</a>
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<a href="#supsamples" class="block hover:text-indigo-400 transition">Text-based Editing</a>
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<a href="#unsupsamples" class="block hover:text-indigo-400 transition">Unsup. Editing</a>
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<a href="#supcomparisons" class="block hover:text-indigo-400 transition">Text-Based Editing Comp.</a>
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<a href="#unsupcomparisons" class="block hover:text-indigo-400 transition">Unsup. Editing Comp.</a>
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<main class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-10 space-y-12">
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<!-- Header -->
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<h1 class="text-4xl md:text-5xl font-extrabold gradient-text leading-tight">
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Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion
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</h1>
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<h4 class="text-xl font-semibold">ICML 2024</h4>
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<div class="flex flex-wrap justify-center gap-6 text-lg text-indigo-300">
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<a href="https://www.linkedin.com/in/hilamanor/" target="_blank" class="hover:text-indigo-400">Hila Manor</a>
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<span>|</span>
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<a href="https://tomer.net.technion.ac.il/" target="_blank" class="hover:text-indigo-400">Tomer Michaeli</a>
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</div>
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<p class="text-indigo-200">Technion - Israel Institute of Technology</p>
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<div class="flex flex-wrap justify-center gap-4 mt-4">
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<a href="https://arxiv.org/abs/2402.10009" target="_blank" class="inline-flex items-center gap-2 px-5 py-2 rounded-lg bg-indigo-600 hover:bg-indigo-700 transition shadow">
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<i class="ai ai-arxiv text-xl"></i> ArXiv
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</a>
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<a href="https://github.com/HilaManor/AudioEditingCode/" target="_blank" class="inline-flex items-center gap-2 px-5 py-2 rounded-lg bg-indigo-600 hover:bg-indigo-700 transition shadow">
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<i class="fab fa-github text-xl"></i> Code
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</a>
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<a href="https://youtu.be/lBnldOQVbS4" target="_blank" class="inline-flex items-center gap-2 px-5 py-2 rounded-lg bg-indigo-600 hover:bg-indigo-700 transition shadow">
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<i class="fab fa-youtube text-xl"></i> Presentation
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</a>
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<a href="https://huggingface.co/spaces/hilamanor/audioEditing/" target="_blank" class="inline-flex items-center gap-2 px-5 py-2 rounded-lg bg-indigo-600 hover:bg-indigo-700 transition shadow">
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🤗 Text-Based Space
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</a>
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<!-- Abstract + Teaser -->
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<img src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/teaser.png" alt="Teaser" class="mx-auto rounded-lg shadow-lg max-w-full h-auto mb-6" />
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<h2 class="text-2xl font-semibold mb-4 text-center">Abstract</h2>
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<p class="leading-relaxed text-indigo-100 max-w-3xl mx-auto text-center">
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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.
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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.
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The second, is a novel approach for discovering semantically meaningful editing directions without supervision.
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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.
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</p>
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</section>
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<!-- Video Overview -->
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<section class="text-center space-y-4">
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<h2 class="text-2xl font-semibold">Video Overview</h2>
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For people in a hurry. Images generated by <a href="https://openai.com/dall-e-2" target="_blank" class="text-indigo-400 hover:underline">DALL-E 2</a> and <a href="https://www.bing.com/copilot" target="_blank" class="text-indigo-400 hover:underline">Copilot</a>.
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<video controls class="mx-auto rounded-lg shadow-lg max-w-full w-full sm:w-3/4 md:w-2/3" preload="metadata">
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<source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/overview.mp4" type="video/mp4" />
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Your browser does not support the video tag.
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</video>
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<!-- Samples of Editing -->
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<h2 class="text-3xl font-bold mb-6 text-center">1. Samples of Editing</h2>
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We present samples of audio editing using our proposed methods. The samples are organized into two sections: text-based editing and unsupervised editing.
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</p>
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<!-- Text-Based Editing Table -->
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<h3 id="supsamples" class="text-2xl font-semibold mb-4">1.1. Samples of Text-Based Editing</h3>
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<div class="overflow-x-auto rounded-lg shadow-lg">
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<th class="px-3 py-2 border border-indigo-700">#</th>
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<th class="px-3 py-2 border border-indigo-700">Source Prompt</th>
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<th class="px-3 py-2 border border-indigo-700">Target Prompt</th>
|
| 158 |
+
<th class="px-3 py-2 border border-indigo-700">Original Audio</th>
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| 159 |
+
<th class="px-3 py-2 border border-indigo-700">Edited Audio</th>
|
| 160 |
+
<th class="px-3 py-2 border border-indigo-700">Edit T<sub>start</sub></th>
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| 161 |
</tr>
|
| 162 |
</thead>
|
| 163 |
<tbody>
|
| 164 |
+
<tr class="hover:bg-indigo-700/30 transition">
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| 165 |
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<td class="border border-indigo-700 px-3 py-2">1</td>
|
| 166 |
+
<td class="border border-indigo-700 px-3 py-2">A recording of a <b>sneaky jazz</b> song.</td>
|
| 167 |
+
<td class="border border-indigo-700 px-3 py-2">A recording of a <b>tense classical</b> music score.</td>
|
| 168 |
+
<td class="border border-indigo-700 px-3 py-2">
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| 169 |
+
<audio controls preload="metadata" class="w-40 rounded">
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| 170 |
+
<source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBFreeJazz.mp3" type="audio/mp4" />
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| 171 |
+
Your browser does not support the audio element.
|
| 172 |
+
</audio>
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| 173 |
+
</td>
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| 174 |
+
<td class="border border-indigo-700 px-3 py-2">
|
| 175 |
+
<audio controls preload="metadata" class="w-40 rounded">
|
| 176 |
+
<source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/orchestra_MDDBFreeJazz_ours_90.mp3" type="audio/mp4" />
|
| 177 |
+
Your browser does not support the audio element.
|
| 178 |
+
</audio>
|
| 179 |
+
</td>
|
| 180 |
+
<td class="border border-indigo-700 px-3 py-2 text-center">110</td>
|
| 181 |
</tr>
|
| 182 |
+
<tr class="hover:bg-indigo-700/30 transition">
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| 183 |
+
<td class="border border-indigo-700 px-3 py-2">2</td>
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| 184 |
+
<td class="border border-indigo-700 px-3 py-2">A recording of a <b>hard rock</b> song.</td>
|
| 185 |
+
<td class="border border-indigo-700 px-3 py-2">A recording of a <b>jazz</b> song.</td>
|
| 186 |
+
<td class="border border-indigo-700 px-3 py-2">
|
| 187 |
+
<audio controls preload="metadata" class="w-40 rounded">
|
| 188 |
+
<source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/orig/MDDBZeppelin.mp3" type="audio/mp4" />
|
| 189 |
+
Your browser does not support the audio element.
|
| 190 |
+
</audio>
|
| 191 |
+
</td>
|
| 192 |
+
<td class="border border-indigo-700 px-3 py-2">
|
| 193 |
+
<audio controls preload="metadata" class="w-40 rounded">
|
| 194 |
+
<source src="https://github.com/HilaManor/AudioEditingCode/raw/refs/heads/codeclean/docs/resources/audio/sup_samples/jazz_MDDBZeppelin_ours_100.mp3" type="audio/mp4" />
|
| 195 |
+
Your browser does not support the audio element.
|
| 196 |
+
</audio>
|
| 197 |
+
</td>
|
| 198 |
+
<td class="border border-indigo-700 px-3 py-2 text-center">100</td>
|
| 199 |
</tr>
|
| 200 |
<!-- Add more rows as needed -->
|
| 201 |
</tbody>
|
| 202 |
</table>
|
| 203 |
</div>
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</section>
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</main>
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<i class="fas fa-arrow-up"></i>
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| 211 |
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</button>
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<script>
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// Mobile menu toggle
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const menuBtn = document.getElementById('mobile-menu-btn');
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menu.classList.toggle('hidden');
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});
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// Back to top button visibility and scroll
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const backToTopBtn = document.getElementById('btn-back-to-top');
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+
window.addEventListener('scroll', () => {
|
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if (window.scrollY > 300) {
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backToTopBtn.classList.remove('hidden');
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} else {
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backToTopBtn.classList.add('hidden');
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}
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