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<!DOCTYPE html>
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<title>TVG: A Training-free Transition Video Generation Method with Diffusion Models</title>
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<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-3 publication-title">TVG: A Training-free Transition Video Generation Method with Diffusion Models</h1>
<img src="assets/banner.gif" width="80%"></img>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<span class="author-block">
<a href="https://scholar.google.com/citations?user=8KI7a8kAAAAJ/" target="_blank">Rui Zhang</a><sup>1,2,3</sup>,</span>
</span>
<a href="https://scholar.google.com.hk/citations?user=HvWZhM4AAAAJ" target="_blank">Yaosen Chen</a><sup>1,4</sup>,
</span>
<span class="author-block">
<a>Yuegen Liu</a><sup>1</sup>,</span>
<br>
<span class="author-block">
<a href="https://scholar.google.com.hk/citations?user=tfJVFEcAAAAJ&hl=en" target="_blank">Wei Wang</a><sup>1</sup>,
</span>
<span class="author-block">
<a>Xuming Wen</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=QVHilp0AAAAJ/" target="_blank">Hongxia Wang</a><sup>2,3</sup>
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block">
<sup>1</sup>Sobey Media Intelligence Laboratory, Chengdu, China
<br>
<sup>2</sup>School of Cyber Science and Engineering, Sichuan University, Chengdu, China
<br>
<sup>3</sup>Key Laboratory of Data Protection and Intelligent Management (Sichuan University), Ministry of Education, China
<br>
<sup>4</sup>University of Electronic Science and Technology of China, Chengdu, China
</span>
</div>
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<a href="https://arxiv.org/abs/2408.13413" target="_blank"
class="external-link button is-normal is-rounded is-dark">
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<span>arXiv</span>
</a>
</span>
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<a href="https://arxiv.org/abs/2408.13413" target="_blank"
class="external-link button is-normal is-rounded is-dark">
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<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span>
<!-- Github link -->
<span class="link-block">
<a href="https://github.com/SobeyMIL/TVG" target="_blank"
class="external-link button is-normal is-rounded is-dark">
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<span>Code</span>
</a>
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<!-- <span class="link-block">
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</span>
<span>Demo</span>
</a>
</span>
-->
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<span>Discord</span>
</a>
</span> -->
<!-- Huggingface link -->
<!-- <a href="https://huggingface.co/spaces/Yiyuan/InteractiveVideo">
<img src="assets/icons/huggingface.png" width="45" height="45">
</a> -->
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</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
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<video poster="" id="tree" autoplay controls muted loop height="100%">
<source src="static/videos/banner_video.mp4"
type="video/mp4">
</video>
-->
<!-- <section class="section hero">
<div class="container is-max-desktop">
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<div class="column ">
<h2 class="title is-3">Demo Video</h2>
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<iframe width="750px" height="415" src="https://www.youtube.com/embed/61_iS_ltxsc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</div>
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</div>
</section> -->
<!-- Paper abstract -->
<section class="section hero ">
<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>
Transition videos play a crucial role in media production, enhancing the flow and coherence of visual narratives.
Traditional methods like morphing often lack artistic appeal and require specialized skills, limiting their effectiveness.
Recent advances in diffusion model-based video generation offer new possibilities for creating transitions but face challenges such as poor
inter-frame relationship modeling and abrupt content changes. We propose a novel training-free Transition Video Generation (TVG) approach using
video-level diffusion models that addresses these limitations without additional training. Our method leverages Gaussian Process Regression (GPR) to
model latent representations, ensuring smooth and dynamic transitions between frames. Additionally, we introduce interpolation-based conditional
controls and a Frequency-aware Bidirectional Fusion (FBiF) architecture to enhance temporal control and transition reliability.
Evaluations of benchmark datasets and custom image pairs demonstrate the effectiveness of our approach in generating high-quality smooth transition videos.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- End paper abstract -->
<div class="columns is-centered has-text-centered">
<HR align=center style="border:3 double #000000" width="80%" SIZE=5>
</div>
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column">
<h2 class="title is-3">Approach</h2>
<div class="center-div">
<td>
<img src="static/images/framework.png" width="1024" height="512">
</td>
<!-- 添加文字说明 -->
<p class="image-caption"> Our Proposed Training-free TVG Method.</p>
</div>
</div>
</div>
</div>
<div class="columns is-centered has-text-centered">
<HR align=center style="border:3 double #000000" width="80%" SIZE=5>
</div>
<!-- Teaser video-->
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<h2 class="subtitle has-text-centered">
<span></span> 1. TC-Bench Dataset.
</h2>
<table class="center">
<td><img src=assets/tc-bench/11_0.png width="512" height='320'></td>
<td><img src=assets/tc-bench/11_1.png width="512" height='320'></td>
<td><video src="assets/tc-bench/11.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"Purple liquid in a transparent cup."</td>
<td style="text-align:center;" width="512">"Red liquid in a transparent cup"</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/tc-bench/20_0.png width="512" height='320'></td>
<td><img src=assets/tc-bench/20_1.png width="512" height='320'></td>
<td><video src="assets/tc-bench/20.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A black cup."</td>
<td style="text-align:center;" width="512">"A cup with a collage of photos"</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/tc-bench/40_0.png width="512" height='320'></td>
<td><img src=assets/tc-bench/40_1.png width="512" height='320'></td>
<td><video src="assets/tc-bench/40.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A smooth metal surface."</td>
<td style="text-align:center;" width="512">"A corroded metal surface"</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/tc-bench/52_0.png width="512" height='320'></td>
<td><img src=assets/tc-bench/52_1.png width="512" height='320'></td>
<td><video src="assets/tc-bench/52.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A daddy pig with a newspaper."</td>
<td style="text-align:center;" width="512">"A daddy pig with a paper boat."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<br>
<h2 class="subtitle has-text-centered">
<span></span> 2. MorphBench Dataset.
</h2>
<table class="center">
<td><img src=assets/morphbench/cake_burger_0.png width="512" height='512'></td>
<td><img src=assets/morphbench/cake_burger_1.png width="512" height='512'></td>
<td><video src="assets/morphbench/cake_burger.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A cake."</td>
<td style="text-align:center;" width="512">"A burger."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/morphbench/dog_wolf_0.png width="512" height='512'></td>
<td><img src=assets/morphbench/dog_wolf_1.png width="512" height='512'></td>
<td><video src="assets/morphbench/dog_wolf.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A dog."</td>
<td style="text-align:center;" width="512">"A wolf."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/morphbench/Trump_Biden_0.png width="512" height='512'></td>
<td><img src=assets/morphbench/Trump_Biden_1.png width="512" height='512'></td>
<td><video src="assets/morphbench/Trump_Biden.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"An American man."</td>
<td style="text-align:center;" width="512">"An American man."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/morphbench/van_jeep_0.png width="512" height='512'></td>
<td><img src=assets/morphbench/van_jeep_1.png width="512" height='512'></td>
<td><video src="assets/morphbench/van_jeep.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A van."</td>
<td style="text-align:center;" width="512">"A jeep."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
<table class="center">
<td><img src=assets/morphbench/van_mona_0.png width="512" height='512'></td>
<td><img src=assets/morphbench/van_mona_1.png width="512" height='512'></td>
<td><video src="assets/morphbench/van_mona.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr>
<td style="text-align:center;" width="512">"A portrait of Vincent van Gogh."</td>
<td style="text-align:center;" width="512">"A portrait of a woman with a serene expression, dark hair, and a subtle smile."</td>
<td style="text-align:center;" width="512">"Transition Video"</td>
<tr>
</table >
</div>
</div>
</section>
<!-- End teaser video -->
<div class="columns is-centered has-text-centered">
<HR align=center style="border:3 double #000000" width="80%" SIZE=5>
</div>
<section class="section hero">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column ">
<h2 class="title is-3">Comparison with Commercial Products </h2>
<table align="center">
<td style="text-align:center;" width="512">TVG</td>
<td style="text-align:center;" width="512">LUMA AI</td>
<td style="text-align:center;" width="512">KLing AI</td>
<td style="text-align:center;" width="512">Jimeng AI</td>
<tr></tr>
<td><video src="assets/cmp/our_0.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/luma_0.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/kling_0.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/jimeng_0.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table >
<br>
<table align="center">
<tr></tr>
<td><video src="assets/cmp/our_1.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/luma_1.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/kling_1.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/jimeng_1.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table>
<br>
<table align="center">
<tr></tr>
<td><video src="assets/cmp/our_2.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/luma_2.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/kling_2.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/jimeng_2.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table>
<br>
<table>
<tr></tr>
<td><video src="assets/cmp/our_3.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/luma_3.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/kling_3.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/jimeng_3.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table>
<br>
<table>
<tr></tr>
<td><video src="assets/cmp/our_4.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/luma_4.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/kling_4.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/jimeng_4.mp4" width="512" height="320" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table>
</div>
</div>
</div>
</section>
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<h2 class="title is-3">Comparison with Existing Methods </h2>
<table align="center">
<td style="text-align:center;" width="210">TVG</td>
<td style="text-align:center;" width="210">DynamiCrafter</td>
<td style="text-align:center;" width="210">DiffMorpher</td>
<td style="text-align:center;" width="210">SEINE</td>
<tr></tr>
<td><video src="assets/cmp/InteractiveVideo-3.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/gen-2-3.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/pikalabs-3.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/i2vgen-xl-3.mp4" width="512" height="512" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
</table >
<br>
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<td><video src="assets/cmp/InteractiveVideo-1.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/gen-2-1.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/pikalabs-1.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/i2vgen-xl-1.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
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<td colspan="4" style="text-align:center;" width="210">"the tide is flooding"</td>
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<br>
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<td><video src="assets/cmp/InteractiveVideo-2.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/gen-2-2.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/pikalabs-2.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/i2vgen-xl-2.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
<td colspan="4" style="text-align:center;" width="210">"the clouds are becoming dark"</td>
</table>
<br>
<table>
<td><video src="assets/cmp/InteractiveVideo-4.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/gen-2-4.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/pikalabs-4.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<td><video src="assets/cmp/i2vgen-xl-4.mp4" width="210" height="210" muted autoplay="autoplay" loop="loop"></video></td>
<tr></tr>
<td colspan="4" style="text-align:center;" width="210">"the snow is melting"</td>
</table>
</div>
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<iframe width="750px" height="415" src="https://www.youtube.com/embed/V8L8xbsTyls" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
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<section class="section" id="BibTeX">
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<h2 class="title">BibTeX</h2>
If you find our work useful, please cite our paper. BibTex code is provided below:
<pre><code>@inproceedings{zhang2024tvg,
title = {TVG: A Training-free Transition Video Generation Method with Diffusion Models},
author = {Rui Zhang and Yaosen Chen and Yuegen Liu and Wei Wang and Xuming Wen and Hongxia Wang},
year = {2024},
booktitle = {arxiv}}
</code></pre>
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</section>
<!--End BibTex citation -->
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