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<!DOCTYPE html>
<html>
<!-- S head -->
<!-- <head>：这是 <html> 元素内的子元素，用于包含文档的元数据，比如字符编码声明、标题和外部样式表等。通常不会在网页中直接显示。-->
<head>
<meta charset="utf-8">
<meta name="description"
content="ControlVideo, a novel method for text-driven video-editing.">
<meta name="keywords" content="ControlVideo, diffusion models, ControlNet, fine-tuning">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>ControlVideo: Adding Conditional Control for One Shot Text-to-Video Editing</title>
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-PYVRSFMDRL"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag() {
dataLayer.push(arguments);
}
gtag('js', new Date());
gtag('config', 'G-PYVRSFMDRL');
</script>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet">
<link rel="stylesheet" href="./static/css/bulma.min.css">
<link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
<link rel="stylesheet" href="./static/css/bulma-slider.min.css">
<link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
<link rel="stylesheet"
href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
<link rel="stylesheet" href="./static/css/index.css">
<link rel="icon" href="./static/images/favicon.svg">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script defer src="./static/js/fontawesome.all.min.js"></script>
<script src="./static/js/bulma-carousel.min.js"></script>
<script src="./static/js/bulma-slider.min.js"></script>
<script src="./static/js/index.js"></script>
</head>
<!-- E head -->
<!-- S body 网页主体 -->
<body>
<!-- S nav 导航 -->
<!--
<nav class="navbar" role="navigation" aria-label="main navigation">
<div class="navbar-brand">
<a role="button" class="navbar-burger" aria-label="menu" aria-expanded="false">
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
</a>
</div>
<div class="navbar-menu">
<div class="navbar-start" style="flex-grow: 1; justify-content: center;">
<a class="navbar-item" href="https://keunhong.com">
<span class="icon">
<i class="fas fa-home"></i>
</span>
</a>
<div class="navbar-item has-dropdown is-hoverable">
<a class="navbar-link">
More Research
</a>
<div class="navbar-dropdown">
<a class="navbar-item" href="https://hypernerf.github.io">
HyperNeRF
</a>
<a class="navbar-item" href="https://nerfies.github.io">
Nerfies
</a>
<a class="navbar-item" href="https://latentfusion.github.io">
LatentFusion
</a>
<a class="navbar-item" href="https://photoshape.github.io">
PhotoShape
</a>
</div>
</div>
</div>
</div>
</nav>
-->
<!-- E nav 导航 -->
<!-- S 标题 -->
<!-- <section class="hero"> 是将 <section> 元素与 CSS 类名 "hero" 关联起来的表示方式。
类名 "hero" 可能表示该 <section> 元素是一个英雄区块，通常用于展示页面的引人注目的内容或重要信息。
通过使用类名，可以将样式和行为与特定的 <section> 元素关联起来，使其具有独特的外观和功能。
为了使类名有效，需要在 CSS 文件中定义相应的样式规则。-->
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<!-- 标题 -->
<h1 class="title is-1 publication-title">ControlVideo: Adding Conditional Control for One Shot Text-to-Video Editing</h1>
<!-- 作者 -->
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://github.com/gracezhao1997">Min Zhao</a><sup>1,3</sup>,</span>
<span class="author-block">
<a href="https://github.com/rongzhenwang">Rongzhen Wang</a><sup>2</sup>,</span>
<span class="author-block">
<a href="https://baofff.github.io/">Fan Bao</a><sup>1,3</sup>,
</span>
<span class="author-block">
<a href="https://zhenxuan00.github.io/">Chongxuan li</a><sup>2*</sup>,
</span>
<span class="author-block">
<a href="https://ml.cs.tsinghua.edu.cn/~jun/index.shtml">Jun Zhu</a><sup>1,3,4*</sup>,
</span>
</div>
<!-- 作者单位 -->
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Dept. of Comp. Sci. & Tech., BNRist Center, THU-Bosch ML Center, THBI Lab, Tsinghua University</span>
<span class="author-block"><sup>2</sup>Gaoling School of Artificial Intelligence, Renmin University of China, Beijing, China <br>
Beijing Key Laboratory of Big Data Management and Analysis Methods , Beijing, China</span>
<span class="author-block"><sup>3</sup>ShengShu, Beijing, China</span>
<span class="author-block"><sup>4</sup>Pazhou Laboratory (Huangpu), Guangzhou, China</span>
</div>
<!-- 链接按钮 -->
<div class="column has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<!-- <span> 元素用于对文档中的短小文本片段进行标记和包装 -->
<span class="link-block">
<a href="https://arxiv.org/pdf/2305.17098.pdf"
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>
<!-- arXiv Link. -->
<span class="link-block">
<a href="https://arxiv.org/abs/2305.17098"
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>
<!-- Code Link. -->
<span class="link-block">
<a href="https://github.com/thu-ml/controlvideo"
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>
<!-- Video Link. -->
<!--
<span class="link-block">
<a href="https://www.youtube.com/watch?v=MrKrnHhk8IA"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-youtube"></i>
</span>
<span>Video</span>
</a>
</span>
-->
<!-- Demo Link. -->
<!--
<span class="link-block">
<a href="https://github.com/google/nerfies"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fa fa-paint-brush"></i>
</span>
<span>Demo</span>
</a>
</span>
-->
<!-- Dataset Link. -->
<!--
<span class="link-block">
<a href="https://github.com/google/nerfies/releases/tag/0.1"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="far fa-images"></i>
</span>
<span>Data</span>
</a>
</span>
-->
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- E 标题 -->
<!-- S 预告片 -->
<!--
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<video id="teaser" autoplay muted loop playsinline height="100%">
<source src="./static/videos/submit_demo_crop.mp4"
type="video/mp4">
</video>
<h2 class="subtitle has-text-centered">
<span class="dnerf">ControlVideo</span> fine-grained and controllable video editing
</h2>
</div>
</div>
</section>
-->
<!-- E 预告片 -->
<!-- S 滑块 -->
<section class="hero is-light is-small">
<div class="hero-body">
<div class="container">
<div id="results-carousel" class="carousel results-carousel">
<div class="item item-steve">
<!-- Canny -->
<video poster="" id="canny1" autoplay muted loop playsinline height="100%" draggable="false">
<source src="./static/videos/origin_ours/car11-a%20car,%20Vincent%20van%20Gogh%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a car, <span class="red-word">Vincent van Gogh style</span>
</p>
</div>
<div class="item item-steve">
<video poster="" id="canny2" sync="canny1" autoplay muted loop playsinline height="100%" draggable="false">
<source src="./static/videos/origin_ours/car11-a%20car,%20autumn.mp4"
type="video/mp4">
</video>
<p class="caption">
a car, <span class="red-word">autumn</span>
</p>
</div>
<div class="item item-steve">
<video poster="" id="canny3" sync="canny1" autoplay muted loop playsinline height="100%" draggable="false">
<source src="./static/videos/origin_ours/car11-a%20red%20car.mp4"
type="video/mp4">
</video>
<p class="caption">
a <span class="red-word">red</span> car
</p>
</div>
<div class="item item-steve">
<video id="canny4" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl8-a%20girl,%20red%20hair.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl, <span class="red-word">red hair</span>
</p>
</div>
<div class="item item-steve">
<video id="canny5" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl8-a%20girl,%20at%20night,%20foggy,%20soft%20cinematic%20lighting.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl, <span class="red-word">at night, foggy, soft cinematic lighting</span>
</p>
</div>
<div class="item item-steve">
<video id="canny6" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl8-a%20girl,%20Krenz%20Cushart%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl, <span class="red-word">Krenz Cushart style</span>
</p>
</div>
<div class="item item-steve">
<video id="canny7" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/building1-a%20wooden%20building,%20at%20night.mp4"
type="video/mp4">
</video>
<p class="caption">
a <span class="red-word">wooden</span> building, <span class="red-word">at night</span>
</p>
</div>
<div class="item item-steve">
<video id="canny8" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/demo_swan-a%20black%20swan%20is%20swimming%20in%20a%20river,%20Vincent%20van%20Gogh%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a black swan is swimming in a river, <span class="red-word">Vincent van Gogh style</span>
</p>
</div>
<!-- Pose -->
<div class="item item-steve">
<video id="pose1" sync="canny1" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_ours/dance26-Michael%20Jackson%20is%20dancing.mp4"
type="video/mp4">
</video>
<p class="caption">
<span class="red-word">Michael Jackson</span> is dancing
</p>
</div>
<div class="item item-steve">
<video id="pose2" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/dance26-Sherlock%20Holmes%20is%20dancing,%20on%20the%20street%20of%20london,%20raining.mp4"
type="video/mp4">
</video>
<p class="caption">
<span class="red-word">Sherlock Holmes</span> is dancing, <span class="red-word">on the street of london, raining</span>
</p>
</div>
<div class="item item-steve">
<video id="pose3" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/dance9-a%20person%20wearing%20blue%20jeans%20is%20dancing.mp4"
type="video/mp4">
</video>
<p class="caption">
a person <span class="red-word">wearing blue jeans</span> is dancing
</p>
</div>
<div class="item item-steve">
<video id="pose4" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/dance9-a%20person%20is%20dancing,%20Makoto%20Shinkai%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a person is dancing, <span class="red-word">Makoto Shinkai style</span>
</p>
</div>
<div class="item item-steve">
<video id="pose5" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/sport11-a%20brown%20bear%20is%20skateboarding.mp4"
type="video/mp4">
</video>
<p class="caption">
<span class="red-word">a brown bear</span> is skateboarding
</p>
</div>
<div class="item item-steve">
<video id="pose6" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/dance5-a%20person%20is%20dancing,%20Makoto%20Shinkai%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a person is dancing, <span class="red-word">Makoto Shinkai style</span>
</p>
</div>
<!-- HED -->
<div class="item item-steve">
<video id="HED1" sync="canny1" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_ours/girl3-a%20girl%20with%20red%20hair.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl <span class="red-word">with red hair </span>
</p>
</div>
<div class="item item-steve">
<video id="HED2" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl3-a%20girl,%20Krenz%20Cushart%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl, <span class="red-word">Krenz Cushart style</span>
</p>
</div>
<div class="item item-steve">
<video id="HED3" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl7-a%20girl%20with%20golden%20dress.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl <span class="red-word">with golden dress</span>
</p>
</div>
<div class="item item-steve">
<video id="HED4" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/girl7-a%20girl,%20at%20night,%20foggy,%20soft%20cinematic%20lighting.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl, <span class="red-word">at night, foggy, soft cinematic lighting</span>
</p>
</div>
<div class="item item-steve">
<video id="HED5" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/car10-a%20red%20car.mp4"
type="video/mp4">
</video>
<p class="caption">
a <span class="red-word">red</span> car
</p>
</div>
<div class="item item-steve">
<video id="HED6" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/cat4-a%20black%20cat.mp4"
type="video/mp4">
</video>
<p class="caption">
a <span class="red-word">black</span> cat
</p>
</div>
<div class="item item-steve">
<video id="HED7" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/demo_swan-a%20Swarovski%20crystal%20swan%20is%20swimming%20in%20a%20river.mp4"
type="video/mp4">
</video>
<p class="caption">
a <span class="red-word">Swarovski crystal</span> swan is swimming in a river
</p>
</div>
<div class="item item-steve">
<video id="HED8" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/demo_car-a%20jeep%20car%20is%20moving%20on%20the%20road,%20watercolor%20painting.mp4"
type="video/mp4">
</video>
<p class="caption">
a jeep car is moving on the road, <span class="red-word">watercolor painting</span>
</p>
</div>
<div class="item item-steve">
<video id="HED9" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/demo_car-a%20jeep%20car%20is%20moving%20on%20the%20road,%20beautiful%20autumn.mp4"
type="video/mp4">
</video>
<p class="caption">
a jeep car is moving on the road, <span class="red-word">beautiful autumn</span>
</p>
</div>
<div class="item item-steve">
<video id="HED10" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/mountain6-a%20man%20on%20a%20snow%20mountain,%20realistic.mp4"
type="video/mp4">
</video>
<p class="caption">
a man on a snow <span class="red-word">snow</span> mountain, realistic
</p>
</div>
<!-- Depth -->
<div class="item item-steve">
<video id="depth1" sync="canny1" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_ours/back1-the%20back%20view%20of%20a%20woman%20admiring%20beautiful%20sunrising,%20early%20morning.mp4"
type="video/mp4">
</video>
<p class="caption">
the back view of a woman <span class="red-word">admiring beautiful sunrising, early morning</span>
</p>
</div>
<div class="item item-steve">
<video id="depth2" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/back1-the%20back%20view%20of%20a%20woman,%20Toei%20Animation%20style.mp4"
type="video/mp4">
</video>
<p class="caption">
the back view of a woman, <span class="red-word">Toei Animation style</span>
</p>
</div>
<div class="item item-steve">
<video id="depth3" sync="canny1" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_ours/cake2-a%20cake%20with%20romantic%20pure%20red%20candlestick,%20beautifully%20backlit,%20matte%20painting%20concept%20art.mp4"
type="video/mp4">
</video>
<p class="caption">
a cake <span class="red-word">with romantic pure red candlestick, beautifully backlit, matte painting concept art</span>
</p>
</div>
<!-- new face -->
<div class="item item-steve">
<video poster="" id="new2face" sync="canny1" autoplay muted loop playsinline height="100%" draggable="false">
<source src="./static/videos/origin_ours/girlface9_6-a%20girl%20with%20rich%20makeup.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl <span class="red-word">with rich makeup</span>
</p>
</div>
<div class="item item-steve">
<video poster="" id="new1face" sync="canny1" autoplay muted loop playsinline height="100%" draggable="false">
<source src="./static/videos/origin_ours/girlface9_5-a%20girl%20with%20rich%20makeup.mp4"
type="video/mp4">
</video>
<p class="caption">
a girl <span class="red-word">with rich makeup</span>
</p>
</div>
</div>
</div>
</div>
</section>
<!--
<h2 class="subtitle has-text-centered">
<span class="dnerf">ControlVideo</span> fine-grained and controllable video editing
</h2>
-->
<!-- E 滑块 -->
<!-- S 摘要 & Video-->
<section class="section">
<div class="container is-max-desktop">
<!-- Abstract. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-2">Abstract</h2>
<div class="content has-text-justified">
<p>
In this paper, we present <span class="dcontrolvideo">ControlVideo</span>, a novel method for text-driven video editing.
Leveraging the capabilities of text-to-image diffusion models and ControlNet,
ControlVideo aims to enhance the fidelity and temporal consistency of videos that align with a given text while preserving the structure of the source video.
This is achieved by incorporating additional conditions such as edge maps, fine-tuning the key-frame and temporal attention on the source video-text pair with carefully designed strategies.
An in-depth exploration of ControlVideo's design is conducted to inform future research on one-shot tuning video diffusion models.
Quantitatively, ControlVideo outperforms a range of competitive baselines in terms of faithfulness and consistency while still aligning with the textual prompt.
Additionally, it delivers videos with high visual realism and fidelity w.r.t. the source content,
demonstrating flexibility in utilizing controls containing varying degrees of source video information,
and the potential for multiple control combinations.
</p>
</div>
</div>
</div>
<!--/ Abstract. -->
<!-- Method. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-2">Method</h2>
<div class="custom-image">
<img src="./static/images/figure2-method.png" alt="Our method.">
</div>
<div class="content has-text-justified">
<p>
ControlVideo incorporates visual conditions for all frames to amplify the source video's guidance,
key-frame attention that aligns all frames with a selected one and temporal attention modules succeeded by a zero convolutional layer for temporal consistency and faithfulness.
The three key components and corresponding fine-tuned parameters are designed by a systematic empirical study.
Built upon the trained ControlVideo, during inference, we employ DDIM inversion and then generate the edited video using the target prompt via DDIM sampling.
<!--<b>For fair comparisons, following previous works, we sample 8 frames from each video. We also show the edited results with 48 frames</b>.-->
</p>
</div>
</div>
</div>
<!--/ Method. -->
<!-- Paper video. -->
<!--
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Video</h2>
<div class="publication-video">
<iframe src="https://www.youtube.com/embed/MrKrnHhk8IA?rel=0&showinfo=0"
frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
</div>
</div>
</div>
-->
<!--/ Paper video. -->
</div>
</section>
<!-- S DEMO -->
<section class="hero is-light is-small">
<section class="section">
<div class="columns is-centered has-text-centered">
<h2 class="title is-2">Results</h2>
</div>
<!-- HED-1 -->
<div class="container demo">
<h2 class="title is-3">HED Boundary Control</h2>
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="main-video" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_control_ours/girl3-a%20girl%20with%20red%20hair.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with red hair </span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="HEDgirl3style" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girl3-a%20girl,%20Krenz%20Cushart%20style.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ Krenz Cushart style</span>
</p>
</div>
</div>
</div>
<!-- HED-2-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="HEDgirl7golden" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girl7-a%20girl%20with%20golden%20dress.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with golden dress</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="HEDgirl7night" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girl7-a%20girl,%20at%20night,%20foggy,%20soft%20cinematic%20lighting.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ at night, foggy, soft cinematic lighting</span>
</p>
</div>
</div>
</div>
<!-- HED-3-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="HEDcar10red" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/car10-a%20red%20car.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a car <span class="red-word">→</span> a <span class="red-word">red</span> car
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="HEDcat4black" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/cat4-a%20black%20cat.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a cat <span class="red-word">→</span> a <span class="red-word">black</span> cat
</p>
</div>
</div>
</div>
<!-- HED-4-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="HEDswancrystal" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/demo_swan-a%20Swarovski%20crystal%20swan%20is%20swimming%20in%20a%20river.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a swan <span class="red-word">→</span> a <span class="red-word">Swarovski crystal</span> swan
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="HEDcarwater" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/demo_car-a%20jeep%20car%20is%20moving%20on%20the%20road,%20watercolor%20painting.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ watercolor painting</span>
</p>
</div>
</div>
</div>
<div class="divider"></div>
<!-- Canny-1 -->
<h2 class="title is-3">Canny Edge Map Control</h2>
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="cannycar11red" sync="main-video" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_control_ours/car11-a%20red%20car.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a car <span class="red-word">→</span> a <span class="red-word">red</span> car
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="cannycar11autumn" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/car11-a%20car,%20autumn.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ autumn</span>
</p>
</div>
</div>
</div>
<!-- Canny-2-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="cannygirl8red" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girl8-a%20girl,%20red%20hair.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with red hair</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="cannygirl8night" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girl8-a%20girl,%20at%20night,%20foggy,%20soft%20cinematic%20lighting.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ at night, foggy, soft cinematic lighting</span>
</p>
</div>
</div>
</div>
<!-- Canny-3-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="cannybuilding" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/building1-a%20wooden%20building,%20at%20night.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a building <span class="red-word">→</span> a <span class="red-word">wooden</span> building, <span class="red-word">at night</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="cannyswanVG" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/demo_swan-a%20black%20swan%20is%20swimming%20in%20a%20river,%20Vincent%20van%20Gogh%20style.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ Vincent van Gogh style</span>
</p>
</div>
</div>
</div>
<div class="divider"></div>
<!-- Depth-1 -->
<h2 class="title is-3">Depth Map Control</h2>
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="depthback1sun" sync="main-video" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_control_ours/back1-the%20back%20view%20of%20a%20woman%20admiring%20beautiful%20sunrising,%20early%20morning.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ admiring beautiful sunrising, early morning</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="depthback1style" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/back1-the%20back%20view%20of%20a%20woman,%20Toei%20Animation%20style.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ Toei Animation style</span>
</p>
</div>
</div>
</div>
<!-- Depth-2-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="depthcake" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/cake2-a%20cake%20with%20romantic%20pure%20red%20candlestick,%20beautifully%20backlit,%20matte%20painting%20concept%20art.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with romantic pure red candlestick, beautifully backlit, matte painting concept art</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="depthcar" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/ink1-gentle%20green%20ink%20diffuses%20in%20water,%20beautiful%20light.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
ink diffuses in water <span class="red-word">→</span> <span class="red-word">gentle green</span> ink diffuses in water, <span class="red-word">beautiful light</span>
</p>
</div>
</div>
</div>
<div class="divider"></div>
<!-- Pose-1 -->
<h2 class="title is-3">Pose Control</h2>
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="posedance26MJ" sync="main-video" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_control_ours/dance26-Michael%20Jackson%20is%20dancing.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a person is dancing <span class="red-word">→</span> <span class="red-word">Michael Jackson</span> is dancing
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="posedance26SH" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/dance26-Sherlock%20Holmes%20is%20dancing,%20on%20the%20street%20of%20london,%20raining.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a person is dancing <span class="red-word">→</span> <span class="red-word">Sherlock Holmes</span> is dancing, <span class="red-word">on the street of london, raining</span>
</p>
</div>
</div>
</div>
<!-- Pose-2-->
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="posedance9jeans" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/dance9-a%20person%20wearing%20blue%20jeans%20is%20dancing.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a person is dancing <span class="red-word">→</span> a person <span class="red-word">wearing blue jeans</span> is dancing
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="posesport" sync="main-video" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/sport11-a%20brown%20bear%20is%20skateboarding.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
a person is dancing <span class="red-word">→</span> <span class="red-word">a brown bear</span> is skateboarding
</p>
</div>
</div>
</div>
<div class="divider"></div>
<!-- Long-1 -->
<h2 class="title is-3">More Results with 48 Frames</h2>
<div class="columns is-centered">
<div class="column">
<div class="item">
<video id="long1" autoplay muted loop playsinline height="100%" >
<source src="./static/videos/origin_control_ours/girl7_face-a%20girl%20with%20exquisite%20and%20rich%20makeup.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with exquisite and rich makeup</span>
</p>
</div>
</div>
<div class="column">
<div class="item">
<video id="long2" autoplay muted loop playsinline height="100%">
<source src="./static/videos/origin_control_ours/girlface9_3-a%20girl%20with%20rich%20makeup.mp4"
type="video/mp4">
</video>
<p class="demo-caption">
<span class="red-word">+ with rich makeup</span>
</p>
</div>
</div>
</div>
<!-- 一行多个模块并列 -->
<!--
<div class="columns is-centered">
<div class="column">
<div class="content">
<h2 class="title is-3">Visual Effects</h2>
<p>
Using <i>nerfies</i> you can create fun visual effects. This Dolly zoom effect
would be impossible without nerfies since it would require going through a wall.
</p>
<video id="dollyzoom" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/dollyzoom-stacked.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<div class="content">
<h2 class="title is-3">Visual Effects</h2>
<p>
Using <i>nerfies</i> you can create fun visual effects. This Dolly zoom effect
would be impossible without nerfies since it would require going through a wall.
</p>
<video id="dollyzoom" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/dollyzoom-stacked.mp4"
type="video/mp4">
</video>
</div>
</div>
<div class="column">
<h2 class="title is-3">Matting</h2>
<div class="columns is-centered">
<div class="column content">
<p>
As a byproduct of our method, we can also solve the matting problem by ignoring
samples that fall outside of a bounding box during rendering.
</p>
<video id="matting-video" controls playsinline height="100%">
<source src="./static/videos/matting.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
-->
<!-- 一行单个模块 -->
<!-- Animation. -->
<!--
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">Animation</h2>
<h3 class="title is-4">Interpolating states</h3>
<div class="content has-text-justified">
<p>
We can also animate the scene by interpolating the deformation latent codes of two input
frames. Use the slider here to linearly interpolate between the left frame and the right
frame.
</p>
</div>
<div class="columns is-vcentered interpolation-panel">
<div class="column is-3 has-text-centered">
<img src="./static/images/interpolate_start.jpg"
class="interpolation-image"
alt="Interpolate start reference image."/>
<p>Start Frame</p>
</div>
<div class="column interpolation-video-column">
<div id="interpolation-image-wrapper">
Loading...
</div>
<input class="slider is-fullwidth is-large is-info"
id="interpolation-slider"
step="1" min="0" max="100" value="0" type="range">
</div>
<div class="column is-3 has-text-centered">
<img src="./static/images/interpolate_end.jpg"
class="interpolation-image"
alt="Interpolation end reference image."/>
<p class="is-bold">End Frame</p>
</div>
</div>
<br/>
<h3 class="title is-4">Re-rendering the input video</h3>
<div class="content has-text-justified">
<p>