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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<!-- Meta tags for social media banners, these should be filled in appropriatly as they are your "business card" -->
<!-- Replace the content tag with appropriate information -->
<meta name="description" content="DESCRIPTION META TAG">
<meta property="og:title" content="SOCIAL MEDIA TITLE TAG" />
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<title>DiVE: DiT-based Video Generation with Enhanced Control</title>
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</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">DiVE: DiT-based Video Generation with Enhanced Control</h1>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<a href="FIRST AUTHOR PERSONAL LINK" target="_blank">Junpeng Jiang</a><sup>1,2*</sup>,
</span>
<span class="author-block">
<a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Gangyi Hong</a><sup>3,2*</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Lijun Zhou</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Enhui Ma</a><sup>4,2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Hengtong Hu</a><sup>2</sup>,</span>
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Xia Zhou</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Jie Xiang</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Fan Liu</a><sup>5</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Kaicheng Yu</a><sup>4</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Haiyang Sun</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Kun Zhan</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Peng Jia</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Miao Zhang</a><sup>1†</sup>
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Harbin Institute of Technology (Shenzhen),</span>
<span class="author-block"><sup>2</sup>Li Auto Inc.,</span>
<span class="author-block"><sup>3</sup>Tsinghua University,</span>
<span class="author-block"><sup>4</sup>Westlake University,</span>
<span class="author-block"><sup>5</sup>National University of Singapore</span>
<span class="eql-cntrb"><small><br>(<sup>*</sup>Co-first authors. <sup>†</sup>Corresponding
Author)</small></span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- Arxiv PDF link -->
<span class="link-block">
<a href="https://arxiv.org/pdf/<ARXIV PAPER ID>.pdf" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span>
<!-- Supplementary PDF link -->
<!-- <span class="link-block">
<a href="static/pdfs/supplementary_material.pdf" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Supplementary</span>
</a>
</span> -->
<!-- Github link -->
<span class="link-block">
<a href="https://github.com/YOUR REPO HERE" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>Code</span>
</a>
</span>
<!-- ArXiv abstract Link -->
<!-- <span class="link-block">
<a href="https://arxiv.org/abs/<ARXIV PAPER ID>" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span> -->
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Teaser video-->
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<h2 class="subtitle has-text-centered">
DiVE won <b>first place</b> in the <a href="https://coda-dataset.github.io/w-coda2024/track2/">Corner Case
Scene Generation</a> track of the Multimodal Perception and Comprehension of Corner Cases in Autonomous
Driving challenge.
</h2>
</div>
</div>
</section>
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<!-- <video poster="" id="tree" autoplay controls muted loop height="100%"> -->
<!-- Your video here -->
<!-- <source src="static/videos/banner_video.mp4" type="video/mp4"> -->
<!-- </video> -->
<img src="static/images/archi2.jpg" alt="MY ALT TEXT" />
<h2 class="subtitle has-text-centered">
The structural implementation with each individual components in our proposed method.
</h2>
</div>
</div>
</section>
<!-- End teaser video -->
<!-- Paper abstract -->
<section class="section hero is-light">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
Generating high-fidelity, temporally consistent videos in autonomous driving scenarios faces a significant
challenge,
<i>e.g.</i> problematic maneuvers in corner cases. Despite recent video generation works are proposed to
tackcle the mentioned problem,
<i>i.e.</i> models built on top of Diffusion Transformers (DiT), works are still missing which are
targeted on exploring the potential for
multi-view videos generation scenarios.
Noticeably, we propose the first DiT-based framework specifically designed for generating temporally and
multi-view consistent videos which
precisely match the given bird's-eye view layouts control.
Specifically, the proposed framework leverages a parameter-free spatial view-inflated attention mechanism
to guarantee the cross-view consistency,
where joint cross-attention modules and ControlNet-Transformer are integrated to further improve the
precision of control.
To demonstrate our advantages, we extensively investigate the qualitative comparisons on nuScenes dataset,
particularly in some most challenging corner cases.
In summary, the effectiveness of our proposed method in producing long, controllable, and highly
consistent videos under difficult
conditions is proven to be effective.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- End paper abstract -->
<!-- Youtube video -->
<section class="hero is-small">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3">Long video generation on nuScenes dataset</h2>
<div class="content has-text-justified">
<p>
Long videos generated by DiVE (up to 240 frames at 12 Hz) on the nuScenes dataset.
</p>
</div>
<h2 class="title is-4">Sunny Day</h2>
<div class="item item-video1">
<video poster="" id="video1" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/sunny/80c91574d0174206a74435200aba8ba8.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video1">
<video poster="" id="video1" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/sunny/604d12ebcf784c3f945189f79262f19c.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video1">
<video poster="" id="video1" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/sunny/23779301ebc34c1284e539ddf057f0b4.mp4" type="video/mp4">
</video>
</div>
<h2 class="title is-4">Rainy Day</h2>
<div class="item item-video2">
<video poster="" id="video2" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/rainy/80c91574d0174206a74435200aba8ba8.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video2">
<video poster="" id="video2" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/rainy/604d12ebcf784c3f945189f79262f19c.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video2">
<video poster="" id="video2" controls muted loop height="100%">
<!-- Your video file here -->
<source src="static/videos/dive/rainy/23779301ebc34c1284e539ddf057f0b4.mp4" type="video/mp4">
</video>
</div>
<h2 class="title is-4">At Night</h2>
<div class="item item-video3">
<video poster="" id="video3" controls muted loop height="100%">\
<!-- Your video file here -->
<source src="static/videos/dive/night/80c91574d0174206a74435200aba8ba8.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video3">
<video poster="" id="video3" controls muted loop height="100%">\
<!-- Your video file here -->
<source src="static/videos/dive/night/604d12ebcf784c3f945189f79262f19c.mp4" type="video/mp4">
</video>
</div>
<div class="item item-video3">
<video poster="" id="video3" controls muted loop height="100%">\
<!-- Your video file here -->
<source src="static/videos/dive/night/23779301ebc34c1284e539ddf057f0b4.mp4" type="video/mp4">
</video>
</div>
</div>
</div>
</section>
<!-- End youtube video -->
<!-- Paper poster -->
<section class="hero is-small">
<div class="hero-body">
<div class="container">
<h2 class="title">Quality of Controllable Generation</h2>
<div class="columns is-centered">
<img src="static/images/table.png" alt="MY ALT TEXT" />
</div>
<h2 class="subtitle has-text-centered">
Quantitative comparison with MagicDrive. DTC, CTC and IQ represent DINO Temporal Consistency, CLIP Temporal
Consistency
and Imaging Quality, respectively. The best performances are presented in <b>bold</b>.
</h2>
<img src="static/images/vis_cmp.png" alt="MY ALT TEXT" />
<h2 class="subtitle has-text-centered">
Qualitative comparison of multi-view videos generated by our model and MagicDrive.
</h2>
<img src="static/images/scene_edit.jpg" alt="MY ALT TEXT" />
<h2 class="subtitle has-text-centered">
The use-case of scene editing.
</h2>
</div>
</div>
</section>
<!--End paper poster -->
<section class="hero is-small">
<div class="hero-body">
<div class="container">
<h2 class="title">Challenge Results</h2>
<div class="columns is-centered">
<img src="static/images/results.png" alt="MY ALT TEXT" />
</div>
<div class="columns is-centered">
<img src="static/images/progress.png" alt="MY ALT TEXT" />
</div>
</div>
</div>
</section>
<!--BibTex citation -->
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>BibTex Code Here</code></pre>
</div>
</section>
<!--End BibTex citation -->
<footer class="footer">
<div class="container">
<div class="columns is-centered">
<div class="column is-8">
<div class="content">
<p>
DiVE: DiT-based Video Generation with Enhanced Control
</p>
</div>
</div>
</div>
</div>
</footer>
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<script>
bulmaCarousel.attach('#results-carousel', {
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