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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description"
content="SEINE: Short-to-Long Vidoes Diffusion Model for Generative Transition and Prediction">
<meta name="keywords" content="SHORT-TO-LONG">
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<title>SEINE: Short-to-Long Vidoes Diffusion Model for Generative Transition and Prediction</title>
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</head>
<style>
body {
max-width: 2400px;
margin: 0 auto;
}
</style>
<body>
<section class="hero">
<div class="hero-body">
<!-- <div class="container is-max-desktop">-->
<div class="container is-fullhd">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title"> SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction </h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://scholar.google.com/citations?user=3fWSC8YAAAAJ">Xinyuan Chen</a><sup>1*</sup>,</span>
<span class="author-block">
<a href="https://wyhsirius.github.io/">Yaohui Wang</a><sup>1*</sup>,</span>
<span class="author-block">
Lingjun Zhang</a><sup>2,1</sup><sup>‡</sup>,</span>
<span class="author-block">
Shaobin Zhuang</a><sup>1,3</sup>,</span>
<span class="author-block">
<a href="https://maxin-cn.github.io/">Xin Ma</a><sup>4,1</sup><sup>‡</sup>,</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=iH0Aq0YAAAAJ&hl=en">Jiashuo Yu</a><sup>1</sup>,</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=hD948dkAAAAJ&hl=zh-CN">Yali Wang</a><sup>1</sup>,</span>
<span class="author-block">
<a href="http://dahua.site/">Dahua Lin</a><sup>1†</sup>,</span>
<span class="author-block">
<a href="https://scholar.google.com.hk/citations?user=gFtI-8QAAAAJ&hl=zh-CN">Yu Qiao</a><sup>1†</sup>,</span>
<span class="author-block">
<a href="https://liuziwei7.github.io/">Ziwei Liu</a><sup>6†</sup></span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Shanghai Artificial Intelligence Laboratory </span>
<span class="author-block"><sup>2</sup>East China Normal University </span>
<span class="author-block"><sup>3</sup>Shanghai Jiao Tong University </span>
<span class="author-block"><sup>4</sup>Monash University  </span>
<span class="author-block"><sup>5</sup>Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences  </span>
<span class="author-block"><sup>6</sup>S-Lab, Nanyang Technological University</span>
</div>
<div class="is-size-6 publication-authors">
<span class="author-block"><sup>*</sup>Equal contribution</span> <span class="author-block"><sup>†</sup>Corresponding authors</span>
</div>
<div class="is-size-6 publication-authors">
<span class="author-block"><sup>‡</sup>Work done during internship at Shanghai AI Laboratory</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
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<a href="https://arxiv.org/abs/2310.20700"
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</span>
<span>Paper</span>
</a>
</span>
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<a href="https://arxiv.org/abs/2310.20700"
class="external-link button is-normal is-rounded is-dark">
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<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
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class="external-link button is-normal is-rounded is-dark">
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class="external-link button is-normal is-rounded is-dark">
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</span>
<span>Code</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered has-text-centered" style="justify-content: flex-start;">
<div class="container is-max-maxwidth">
<h2 class="title is-3">Image-to-Video Generation</h2>
<h2 class="title is-5">(Click image to play video)</h2>
<!-- New row for images and videos -->
<div class="columns">
<!-- Column for images -->
<div class="column is-3" style="margin-left: 100px;">
<div>
<img width="256" height="160" src="static/image-animation/car/Cinematic_Doomsday_Highway_Snowy_ground_crowdCars_come_a.jpg">
<p>Input image</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-7">
<!-- 1 column-->
<video width="840" height="360" class="clickplay" style="border-radius: 10px;" >
<source src="static/image-animation/car/0.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic">
Cars on the snowy ground of Doomsday Highway.
</div>
</div>
</div>
<div class="columns">
<!-- Column for images -->
<div class="column is-3" style="margin-left: 100px;">
<div>
<img width="256" height="160" src="static/image-animation/iceland/Cinematic_Frozen_Cities_Snowy_ground_crowdDoomsday_Truck.jpg">
<p>Input Image</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-7">
<!-- 1 column-->
<video width="840" height="360" class="clickplay" style="border-radius: 10px;">
<source src="static/image-animation/iceland/2.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic">
Frozen City with crowded cars on the snowy ground.
</div>
</div>
</div>
<div class="columns">
<!-- Column for images -->
<div class="column is-3" style="margin-left: 100px;">
<div>
<img width="256" height="160" src="static/image-animation/device/Cinematic_Space_elevator_epic_sci-fi_visionPhotography.jpg">
<p>Input Image</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-7">
<!-- 1 column-->
<video width="840" height="360" class="clickplay" style="border-radius: 10px;">
<source src="static/image-animation/device/7.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic">
Space elevator.
</div>
</div>
</div>
</div>
</div>
<center>
Notes：Our model excels with a width of 512 pixels. For results of larger sizes, a super-resolution algorithm is employed.</strong>
</center>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="container is-max-maxwidth">
<h2 class="title is-3">Transition Results</h2>
<h2 class="title is-5">(Click image to play video)</h2>
<div class="columns" style="margin-left: 100px;">
<div class="column is-5" style="display: flex; justify-content: space-between; margin-left: 50px;">
<div>
<img width="256" height="256" src="static/transition/spiderman/spiderman.png">
<p>Scene 1</p>
</div>
<div style="margin-left: 25px;"></div>
<div>
<img width="256" height="256" src="static/transition/spiderman/sand.png">
<p>Scene 2</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-5">
<!-- 1 column-->
<video width="400" height="400" class="clickplay" style="border-radius: 10px; margin-right: 100px;">
<source src="static/transition/spiderman/spiderman-becomes-a-sand-sculpture.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic; margin-right: 100px">
Spiderman becomes a sand sculpture.
</div>
</div>
</div>
<div class="columns" style="margin-left: 100px;">
<div class="column is-5" style="display: flex; justify-content: space-between; margin-left: 50px;">
<div>
<img width="256" height="256" src="static/transition/fly-through/image_1.png">
<p>Scene 1</p>
</div>
<div style="margin-left: 25px;"> <!-- 增加了这一行 -->
<img width="256" height="256" src="static/transition/fly-through/image_2.png">
<p>Scene 2</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-5">
<!-- 1 column-->
<video width="400" height="400" class="clickplay" style="border-radius: 10px; margin-right: 100px;">
<source src="static/transition/fly-through/Flying through the clouds, a landscape appears.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic;margin-right: 100px;">
Flying through the clouds, a landscape appears.
</div>
</div>
</div>
<div class="columns" style="margin-left: 100px;">
<div class="column is-5" style="display: flex; justify-content: space-between; margin-left: 50px;">
<div>
<img width="256" height="256" src="static/transition/cat/cat on the couch.png">
<p>Scene 1</p>
</div>
<div style="margin-left: 25px;"> <!-- 增加了这一行 -->
<img width="256" height="256" src="static/transition/cat/cat on the beach.png">
<p>Scene 2</p>
</div>
</div>
<!-- Column for videos -->
<div class="column is-5">
<!-- 1 column-->
<video width="400" height="400" class="clickplay" style="border-radius: 10px; margin-right: 100px;">
<source src="static/transition/cat/A cat from sitting on the coach transfer to lying on the sand.mp4" type="video/mp4">
</video>
<div class="content" style="font-family: Arial; font-style: italic;margin-right: 100px;">
A cat from sitting on the coach transfers to lying on the sand.
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="container is-max-maxwidth">
<h2 class="title is-3">Diverse Results for Transition</h2>
<h2 class="title is-5">(Click image to play transition video)</h2>
<h2 class="title is-5">Example 1</h2>
<img width="358" height="358" src="static/diverse/reference-scene/1-Close-up shot of a blooming cherry tree, realism-1.png">
<img width="358" height="358" src="static/diverse/reference-scene/2-Wide angle shot of an alien planet with cherry blossom forest-2.png">
<p>Reference scenes</p>
<div id="results-carousel" class="carousel results-carousel">
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="412" height="400" class="clickplay">
<source src="static/diverse/osmooth transition, slow motion_0009_755.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 1.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="412" height="412" class="clickplay">
<source src="static/diverse/smooth transition, slow motion_0000_005.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 2.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="512" class="clickplay">
<source src="static/diverse/rsmooth transition, slow motion_0001_755.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 3.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="512" class="clickplay">
<source src="static/diverse/rsmooth transition, slow motion_0014_755.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 4.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="512" class="clickplay">
<source src="static/diverse/Travel from Earth's spring blossoms to the alien cherry blossom forestssmooth transition, slow motion_0000_003.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 5.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="512" class="clickplay">
<source src="static/diverse/smooth transition, slow motion_0000_417.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 6.
</div>
</div>
</div>
</div>
</div>
<br>
<br>
<div class="columns is-centered has-text-centered">
<div class="container is-max-maxwidth">
<h2 class="title is-5">Example 2</h2>
<img width="358" height="224" src="static/diverse/reference-scene/1.png">
<img width="358" height="224" src="static/diverse/reference-scene/16.png">
<p>Reference scenes</p>
<div id="results-carousel" class="carousel results-carousel">
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_316.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 1.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_933.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 2.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_584.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 3.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_682.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 4.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_731.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 5.
</div>
</div>
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/diverse/The scene has changed from the panda from the raccoon eys into a playing trumpet raccoon. smooth transition._0000_735.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Transition 6.
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="container is-max-maxwidth">
<h2 class="title is-3">Auto-regressive Video Prediction Results</h2>
<h2 class="title is-5">(Click image to play video)</h2>
<div id="results-carousel" class="carousel results-carousel">
<!-- 1 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/long-video/ironman.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
Ironman flying in the sky.
</div>
</div>
<!-- 2 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/long-video/a beautiful coastal beach in spring, waves lapping on sand by Vincent van Gogh.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
A beautiful coastal beach in spring, waves lapping on sand by Vincent van Gogh.
</div>
</div>
<!-- 3 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/long-video/A raccoon dressed in suit playing the trumpet, stage background, 4k, high resolution.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
A raccoon dressed in suit playing the trumpet, stage background, 4k, high resolution.
</div>
</div>
<!-- 4 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/long-video/A teddy bear washing the dishes.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
A teddy bear washing the dishes.
</div>
</div>
<!-- 5 column-->
<div class="column is-multiline">
<div class="item item-toby">
<video width="512" height="320" class="clickplay">
<source src="static/long-video/a-panda-playing-on-a-swing-set.mp4" type="video/mp4">
</video>
</div>
<div class="content" style="font-family: Arial; font-style: italic">
A panda playing on a swing set.
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered has-text-centered">
<div class="container is-max-maxwidth">
<h2 class="title is-3">Long Video Demo</h2>
<h2 class="title is-5">The <span style="color:red;">red boxes</span> represent the transitions generated by our model, while the <span style="color:blue;">blue boxes</span> (in the end of video) represent the long-shot videos generated through prediction.</h2>
<iframe width="1024" height="640" src="https://www.youtube.com/embed/KWFjTVdRZVo?si=RpKaSnF7Uof6i49a" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture ; web-share" allowfullscreen></iframe>
<p>
Notes：Our model excels with a width of 512 pixels. For results of larger sizes, a super-resolution algorithm is employed.
</p>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container is-fullhd">
<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>
Recently video generation has achieved substantial progress with realistic results. Nevertheless, existing AI-generated videos are usually very short clips ("shot-level'') depicting a single scene. To deliver a coherent long video ("story-level''), it is desirable to have creative transition and prediction effects across different clips. This paper presents a short-to-long video diffusion model, SEINE, that focuses on generative transition and prediction. The goal is to generate high-quality long videos with smooth and creative transitions between scenes and varying lengths of shot-level videos. Specifically, we propose a random-mask video diffusion model to automatically generate transitions based on textual descriptions. By providing the images of different scenes as inputs, combined with text-based control, our model generates transition videos that ensure coherence and visual quality. Furthermore, the model can be readily extended to various tasks such as image-to-video animation and autoregressive video prediction. To conduct a comprehensive evaluation of this new generative task, we propose three assessing criteria for smooth and creative transition: temporal consistency, semantic similarity, and video-text semantic alignment. Extensive experiments validate the effectiveness of our approach over existing methods for generative transition and prediction, enabling the creation of story-level long videos.
</p>
</div>
</div>
</div>
</section>
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<p>
This website is licensed under a <a rel="license"
href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
Commons Attribution-ShareAlike 4.0 International License</a>.
</p>
<p>
Website adapted from the following <a rel="license"
href="https://github.com/nerfies/nerfies.github.io">source code</a>.
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