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<html>
<head>
<title>Music ControlNet</title>
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.2/css/bootstrap.min.css"
integrity="sha384-JcKb8q3iqJ61gNV9KGb8thSsNjpSL0n8PARn9HuZOnIxN0hoP+VmmDGMN5t9UJ0Z" crossorigin="anonymous">
<meta name="theme-color" content="#563d7c">
<link rel="stylesheet" href="styles.css">
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/font/bootstrap-icons.css">
<style>
table {
width: 100%;
border-collapse: collapse;
margin: 20px 0;
}
td {
border: 1px solid #ccc;
padding: 10px;
text-align: center;
}
</style>
</head>
<body bgcolor="#FFFFFF" link="#000000" vlink="#000000" alink="#000000">
<div class="text-center">
<br>
<div class="text-wrap" width="200px">
<font face="helvetica , ariel, 'sans serif'" size="6">
<b>Music ControlNet:</br> Multiple Time-varying Controls for Music Generation</b><br><br>
</font>
</div>
<p style="font-size: 1.3em; margin-bottom: 0;">
<a href="https://slseanwu.github.io/"> Shih-Lun Wu<sup>1,2*</sup> </a>
<a href="https://chrisdonahue.com/">Chris Donahue<sup>1</sup> </a>
<a href="https://sites.google.com/view/shinjiwatanabe"> Shinji Watanabe<sup>1</sup></a>
<a href="https://njb.github.io/"> Nicholas J. Bryan<sup>2</sup></a>
</p>
<p style="margin-top: 0;">
<sup>1</sup>School of Computer Science, Carnegie Mellon University<br>
<sup>2</sup>Adobe Research <br>
<sup>*</sup>Work done during an internship at Adobe Research <br>
</p>
<div class="m-5">
<a class="btn btn-outline-dark" href="https://arxiv.org/abs/2311.07069" type="button"><i
class="bi bi-newspaper"></i> Paper</a>
<a class="btn btn-outline-dark" href="https://youtu.be/QVr-S-DyccU" type="button"> <i
class="bi bi-camera-reels"></i> Video</a>
</div>
<div class="container mt-4" style="max-width: 1000px;">
<div class="container">
<div class="container mt-4 " style="max-width: 950px;">
<div class="container">
<div class="section">
<!-- # Show video -->
<div class="embed-responsive embed-responsive-16by9">
<iframe width="560" height="315" src="https://www.youtube.com/embed/QVr-S-DyccU?si=zrU456y3XL6FFp51" frameborder="0"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
allowfullscreen></iframe>
</div>
<br>
<!-- Show Abstract -->
<h1 class="text-justify">Abstract</h1>
<hr>
<p class="pr-5 pl-5 text-justify">
Text-to-music generation models are now capable of generating high-quality music audio in broad styles.
However, text control is primarily suitable for the manipulation of global musical attributes like
genre, mood, and tempo, and is less suitable for precise control over time-varying attributes
such as the positions of beats in time or the changing dynamics of the music. We propose Music ControlNet,
a diffusion-based music generation model that offers multiple precise, time-varying controls over
generated audio. To imbue text-to-music models with time-varying control, we propose an approach
analogous to pixel-wise control of the image-domain ControlNet method. Specifically, we extract
controls from training audio yielding paired data, and fine-tune a diffusion-based conditional generative
model over audio spectrograms given melody, dynamics, and rhythm controls. While the image-domain
Uni-ControlNet method already allows generation with any subset of controls, we devise a new strategy
to allow creators to input controls that are only partially specified in time. We evaluate both on
controls extracted from audio and controls we expect creators to provide, demonstrating that we can
generate realistic music that corresponds to control inputs in both settings. While few comparable
music generation models exist, we benchmark against MusicGen, a recent model that accepts text and
melody input, and show that our model generates music that is 49% more faithful to input melodies
despite having 35x fewer parameters, training on 11x less data, and enabling two additional forms
of time-varying control.
</p>
</div><br>
<!-- Show bibtext -->
<div class="section text-left" div style='text-align:left'>
<h1>Bibtex</h1>
<!-- <hr> -->
<div style="background-color: #e9ecef; text-align:left;" >
<pre>
<code>
@article{Wu2023MusicControlNet,
title={Music ControlNet: Multiple Time-varying Controls for Music Generation},
author={Wu, Shih-Lun and Donahue, Chris and Watanabe, Shinji and Bryan, Nicholas J.},
year={2023},
eprint={TBD},
archivePrefix={arXiv},
primaryClass={cs.SD}
}</code>
</pre>
</div>
</div>
<div class="section text-justify">
<h1>Examples (Cherry-picked)</h1>
Please find generated music and feature plots with different control combinations including
melody, dynamics, and rhythm, and their combinations as well as partially-specified controls over time.
The examples here are mildly cherry-picked to show the best results. For random (non-cherry-picked) examples, please see the section below.
<br><br>
For each example, the first row of plots are controls extracted from generation, and the second
row ones are input controls. Examples with gray shaded regions denote partially-specified controls,
where the gray region is not enforced. A melody reference file is also provided for examples that
includes melody control.
<table class="table table-sm text-center" style="vertical-align: middle;">
<tbody>
<tr>
<td colspan="24">
<h5 class="text-center">Melody Control</h5>
</td>
</tr>
<tr>
<td colspan="6">
<h5 class="text-center">Reference</h5>
</td>
<td colspan="6">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="6">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/0/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, jazz</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/1/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, pop</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/2/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, electronic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/3/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, electronic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/4/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, acoustic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Dynamics Control</h5>
</td>
</tr>
<tr>
<td colspan="10">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="8">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, rock</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, acoustic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, classical</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>inspiring, electronic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>nostalgic, pop</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Rhythm Control</h5>
</td>
</tr>
<tr>
<td colspan="10">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="8">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/rhythm/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, classical</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/rhythm/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/rhythm/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, rock</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/rhythm/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/rhythm/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>inspiring, jazz</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/rhythm/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/rhythm/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, hip-hop</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/rhythm/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/rhythm/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, world</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/rhythm/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Melody & Rhythm Control</h5>
</td>
</tr>
<tr>
<td colspan="6">
<h5 class="text-center">Reference</h5>
</td>
<td colspan="6">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="6">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/0/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, electronic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_rhythm/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/1/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sad, jazz</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_rhythm/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/2/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, acoustic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_rhythm/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/3/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, world</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_rhythm/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/4/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_rhythm/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sad, country</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_rhythm/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Dynamics & Rhythm Control</h5>
</td>
</tr>
<tr>
<td colspan="10">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="8">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_rhythm/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, acoustic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_rhythm/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_rhythm/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, r&b</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_rhythm/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_rhythm/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>powerful, rock</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_rhythm/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_rhythm/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, acoustic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_rhythm/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_rhythm/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, electronic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_rhythm/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Melody & Dynamics Control</h5>
</td>
</tr>
<tr>
<td colspan="6">
<h5 class="text-center">Reference</h5>
</td>
<td colspan="6">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="6">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/0/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, rock</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_dynamics/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/1/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>powerful, electronic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_dynamics/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/2/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>inspiring, classical</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_dynamics/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/3/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>angry, country</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_dynamics/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/4/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_dynamics/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>powerful, country</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_dynamics/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Melody, Dynamics, & Rhythm Control</h5>
</td>
</tr>
<tr>
<td colspan="10">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="8">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/all/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, jazz</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/all/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/all/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>angry, rock</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/all/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/all/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>dramatic, electronic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/all/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/all/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, pop</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/all/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/all/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>drmatic, hip-hop</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/all/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Partial Melody Control</h5>
</td>
</tr>
<tr>
<td colspan="6">
<h5 class="text-center">Reference</h5>
</td>
<td colspan="6">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="6">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/0/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, jazz</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_partial/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/1/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>atmospheric, electronic</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_partial/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/2/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/2/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>powerful, hip-hop</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_partial/2/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/3/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/3/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, world</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_partial/3/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/4/ref_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<audio controls>
<source src="cherrypicked_examples/melody_partial/4/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>mellow, jazz</p>
</td>
<td colspan="6">
<img src="cherrypicked_examples/melody_partial/4/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="24">
<h5 class="text-center">Partial Dynamics Control</h5>
</td>
</tr>
<tr>
<td colspan="10">
<h5 class="text-center">Generated Music</h5>
</td>
<td colspan="6">
<h5 class="text-center">Text</h5>
</td>
<td colspan="8">
<h5 class="text-center">Feature Plots</h5>
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_partial/0/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>happy, acoustic</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_partial/0/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_partial/1/gen_audio.mp3" type="audio/mp3">
Your browser does not support the audio element.
</audio>
</td>
<td colspan="6">
<p>sexy, classical</p>
</td>
<td colspan="8">
<img src="cherrypicked_examples/dynamics_partial/1/gen_feats.jpg" alt="Features" height="100">
</td>
</tr>
<tr>
<td colspan="10">
<audio controls>
<source src="cherrypicked_examples/dynamics_partial/2/gen_audio.mp3" type="audio/mp3">