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make_a_video.html
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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<!-- Bootstrap CSS -->
<link href="resources/bootstrap.min.css" rel="stylesheet">
<link href="resources/stylesheet.css" rel="stylesheet">
<title>Snap Video</title>
<link rel="icon" type="image/x-icon" href="resources/cvr_logo_notext.png">
</head>
<body>
<section class="jumbotron text-center pb-2">
<div class="container">
<h1 class="jumbotron-heading">Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis</h1>
<h4 class="font-italic pt-2" style="font-weight: normal">
<a href="https://www.willimenapace.com/">Willi Menapace</a><sup>1,2,*</sup>
<a href="https://github.com/AliaksandrSiarohin">Aliaksandr Siarohin</a><sup>1</sup>
<a href="https://universome.github.io/">Ivan Skorokhodov</a><sup>1</sup>
<a href="https://edeyneka.github.io/">Ekaterina Deyneka</a><sup>1</sup>
<a href="https://tsaishien-chen.github.io/">Tsai-Shien Chen</a><sup>1,3,*</sup></br>
<a href="https://anilkagak2.github.io/">Anil Kag</a><sup>1</sup>
<a href="https://yuwfan.github.io/">Yuwei Fang</a><sup>1</sup>
<a href="https://scholar.google.com/citations?user=PVZ0-dEAAAAJ&hl=en">Aleksei Stoliar</a><sup>1</sup>
<a href="http://elisaricci.eu/">Elisa Ricci</a><sup>2,4</sup>
<a href="https://alanspike.github.io/">Jian Ren</a><sup>1</sup>
<a href="http://www.stulyakov.com/">Sergey Tulyakov</a><sup>1</sup>
</h4>
<p class="pb-4 mt-3">
Snap Inc.<sup>1</sup> University of Trento<sup>2</sup> UC Merced<sup>3</sup> Fondazione Bruno Kessler<sup>4</sup>
Work performed while interning at Snap Inc.<sup>*</sup><br>
</p>
</div>
</section>
<div class="container-md">
<div class="row pt-1 justify-content-center">
<a class="sm-1 mx-1 btn btn-primary mt-2" href="http://arxiv.org/abs/2402.14797" role="button">Paper</a>
<a class="sm-1 mx-1 btn btn-primary mt-2" href="index.html" role="button">Overview</a>
<a class="sm-1 mx-1 btn btn-primary mt-2" href="stories.html" role="button">Stories</a>
<div class="btn-group">
<a class="sm-1 mx-1 btn btn-primary mt-2 dropdown-toggle" href="#" role="button" id="dropdownMenuLink1" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Our Samples</a>
<div class="dropdown-menu" aria-labelledby="dropdownMenuLink1">
<a class="dropdown-item" href="our_samples.html" role="button">More Samples</a>
<a class="dropdown-item" href="our_samples_3d.html" role="button">Novel Views</a>
<a class="dropdown-item" href="our_samples_diversity.html" role="button">Samples Diversity</a>
<a class="dropdown-item" href="our_samples_hierarchical.html" role="button">Hierarchical Generation</a>
</div>
</div>
<div class="btn-group">
<a class="sm-1 mx-1 btn btn-primary mt-2 dropdown-toggle" href="#" role="button" id="dropdownMenuLink2" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Comparisons</a>
<div class="dropdown-menu" aria-labelledby="dropdownMenuLink2">
<a class="dropdown-item" href="gen2_pikalab_floor33.html" role="button">Gen2-PikaLab-Floor33</a>
<a class="dropdown-item" href="imagen_video.html" role="button">Imagen Video</a>
<a class="dropdown-item" href="pyoco.html" role="button">PYoCo</a>
<a class="dropdown-item" href="video_ldm.html" role="button">Video LDM</a>
<a class="dropdown-item" href="make_a_video.html" role="button">Make-A-Video</a>
</div>
</div>
</div>
</div>
<div class="container">
<hr class="mt-5">
<h2 class="pt-4">Comparison to Make-A-Video</h2>
<p class="lead text-justify">We compare Snap Video against publicly available samples released by the authors and perform a user study evaluating photorealism, video-text alignment, and motion quantity and quality. While the public samples may have been chosen to showcase the method's strengths, our method outperforms the baseline on all metrics. Results are expressed in percentage of votes in favor of our method.</p>
<table id="example" class="table table-striped mt-5" style="width:100%">
<thead>
<tr>
<th></th>
<th>Photorealism</th>
<th>Video-Text Align.</th>
<th>Motion Quantity</th>
<th>Motion Quality</th>
</tr>
</thead>
<tbody>
<tr>
<td>Make-A-Video</td>
<td>80.0</td>
<td>82.2</td>
<td>82.2</td>
<td>75.6</td>
</tr>
</tbody>
</table>
<p class="lead text-justify mt-5">We compare results produced by our method (left) with results produced by Make-A-Video (right)</p>
<p class="lead text-justify pt-2">Hover the cursor on the video to reveal the prompt.</p>
<!-- Grid row -->
<div class="row pt-3 nopadding">
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center">
<h4 class="pt-3">Snap Video</h4>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center">
<h4 class="pt-3">Make-A-Video</h4>
</div>
<!-- Grid column -->
</div>
<!-- Grid row -->
<div class="row pt-3 nopadding">
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00000_b00006_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A golden retriever eating ice cream on a beautiful tropical beach at sunset, high resolution</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/1.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A golden retriever eating ice cream on a beautiful tropical beach at sunset, high resolution</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00001_b00006_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A panda playing on a swing set</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/9.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A panda playing on a swing set</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00002_b00006_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A blue unicorn flying over a mystical land</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/3.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A blue unicorn flying over a mystical land</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00003_b00005_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A ballerina performs a beautiful and difficult dance on the roof of a very tall skyscraper; the city is lit up and glowing behind her</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/7.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A ballerina performs a beautiful and difficult dance on the roof of a very tall skyscraper; the city is lit up and glowing behind her</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00003_b00006_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A confused grizzly bear in calculus class</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/6.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A confused grizzly bear in calculus class</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00004_b00005_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A musk ox grazing on beautiful wildflowers</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/2.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A musk ox grazing on beautiful wildflowers</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00005_b00005_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A knight riding on a horse through the countryside</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/8.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">A knight riding on a horse through the countryside</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid w-100 flex" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/ours/r00007_b00005_00000.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">Sailboat sailing on a sunny day in a mountain lake, highly detailed</div>
</div>
</div>
<!-- Grid column -->
<!-- Grid column -->
<div class="col-sm-6 col-md-6 col-xl-6 col-lg-6 p-0 text-center containeroverlay">
<video class="video-fluid flex squarevideo" controls autoplay playsinline loop muted>
<source src="video_samples/baseline_comparisons/make_a_video/5.mp4" type="video/mp4" />
</video>
<div class="overlay">
<div class="textoverlay">Sailboat sailing on a sunny day in a mountain lake, highly detailed</div>
</div>
</div>
<!-- Grid column -->
</div>
<!-- Grid row -->
</div>
<!-- Container -->
<div class="container-md mt-4">
<div class="row pt-1 justify-content-center">
<a class="sm-1 mx-1 btn btn-primary mt-2" href="video_ldm.html" role="button">Back</a>
<a class="sm-1 mx-1 btn btn-primary mt-2" href="index.html" role="button">Next</a>
</div>
</div>
<!-- Footer -->
<section class="jumbotron text-center py-7 mt-5 mb-0">
</section>
<!-- Optional JavaScript -->
<!-- jQuery first, then Popper.js, then Bootstrap JS -->
<script src="resources/jquery-3.4.1.slim.min.js"></script>
<script src="resources/popper.min.js"></script>
<script src="resources/bootstrap.min.js"></script>
</body>
</html>