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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>CCEdit: Creative and Controllable Video Editing via Diffusion Models</title>
<script type="module"
src="https://unpkg.com/@google/model-viewer/dist/model-viewer.min.js"></script>
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.6.0/jquery.min.js"></script>
<script type="text/javascript" src="https://code.jquery.com/jquery-1.11.0.min.js"></script>
<script type="text/javascript" src="https://code.jquery.com/jquery-migrate-1.2.1.min.js"></script>
<script src="https://unpkg.com/interactjs/dist/interact.min.js"></script>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet">
<link rel="stylesheet" type="text/css" href="./static/slick/slick.css"/>
<link rel="stylesheet" type="text/css" href="./static/slick/slick-theme.css"/>
<link rel="stylesheet" href="./static/css/bulma.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">
<script defer src="./static/js/fontawesome.all.min.js"></script>
<script src="./static/js/bulma-slider.min.js"></script>
<script src="./static/js/index.js"></script>
</head>
<body>
</nav>
<section class="hero">
<div class="hero-body">
<div class="container">
<div class="columns is-centered">
</div>
<div class="container has-text-centered">
<h1 class="title is-1 publication-title">
CCEdit:
</h1>
<h3 class="title is-3 publication-title">
Creative and Controllable Video Editing via Diffusion Models
</h3>
</div>
</div>
</div>
</section>
<section class="hero teaser">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="column is-six-fifths">
<table style="width: 100%; text-align: center;">
<tr>
<td style="padding-right: 15px;">
<video muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Interpolation/makeup.mp4"></video>
</td>
<td>
<video muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Interpolation/makeup1-magicReal.mp4"></video>
</td>
</tr>
</table>
</div>
<br>
<div class="columns is-centered has-text-centered">
<h2 class="subtitle has-text-justified">
<b>CCEdit is a trident network that can edit videos in a creative and controllable manner.</b> By decouple the video editing process into video consistency maintaining, structure preserving, and appearance editing, CCEdit can achieve high-fidelity video editing results.
<br>
<br>
For the subsequent results, except for the <b>Comparison</b> and <b>Ablation Study</b> section where we use SD-v1.5 as the base model and depth as the structure representation, we typically first edit the center frame using <a href="https://github.com/AUTOMATIC1111/stable-diffusion-webui">Stable Diffusion WebUI</a> (which takes about 3 minutes) with personalized T2I models, and then use them as the appearance reference, selecting depth as the structure representation. In this process, both editing the center frame with Stable Diffusion WebUI and the video editing process utilize the same personalized T2I models.
</h2>
</div>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-2, columns is-centered">Basic Functions</h2>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Global Transfer 🌟 </h2>
</center>
<br>
<p>
<b>Global transfer</b> includes changes in style, transformations of the target object, and transformations of attributes, etc.
</p>
<br>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/smile-revAnimatedlineart-cat.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A young and beautiful girl smiles to the camera, anime style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/City3-cyberpunk.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) City night, cyberpunk style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Animal/revAnimated_kMechaAnimal.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>, <a href="https://civitai.com/models/63999?modelVersionId=68589">kMechAnimal</a>) A mechanical bear is running.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/motorcycle-paladin.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A paladin drives a motorcycle, fire on the road.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 15px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/suitguy-mecha.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/hoodguy-magicianblueeye.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/69438/mechamix">MechaMix</a>) Portrait shot of robot, mechanical, sophisticated ancient Egypt style filigree inlays, cyberpunk, vibrant color, half body, dark vibes, volumetric light, dramatic background.</td>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A magician in hood, blue eye, blue flame.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 15px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/1-magicreal2.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/GlobalTransfer/Hat-counterfeitsoftedge2.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/43331/majicmix-realistic">majicMIX realistic</a>) A young and beautiful girl.</td>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/4468?modelVersionId=57618">Counterfeit-V3.0</a>) A cute girl with a hat.</td>
</tr>
</table>
</center>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Foreground Editing 🌟</h2>
</center>
<br>
<p>
<b>Foreground editing</b> enables customized foreground object change.
</p>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Foreground/corgi-fat.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/108289?modelVersionId=116540">hellofantasytime</a>, <a href="https://civitai.com/models/110738?modelVersionId=119401">fat animal</a>) A cute corgi stick out tongue.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Foreground/weilai1-mecha.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/110768?modelVersionId=119447">hellomecha</a>, <a href="https://civitai.com/models/130742?modelVersionId=143505">Building_block_world</a>) A Lego brick -style car stops on the road. BJ_Lego bricks, no_humans, ground_vehicle, motor_vehicle, science_fiction, vehicle_focus, cinematic lighting, strong contrast, high level of detail.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Foreground/tiger-anime.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) A tiger is walking, anime style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Foreground/womanhair-anime.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/4468?modelVersionId=57618">Counterfeit-V3.0</a>) A young girl, anime style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Foreground/bomei_anime.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/4468?modelVersionId=57618">Counterfeit-V3.0</a>) A cute dog ran towards the camera.</td>
</tr>
</table>
</center>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Background Editing 🌟 </h2>
</center>
<br>
<p>
<b>Background editing</b> enables customized background editing and replacement.
</p>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Background/runningguykuanping-sunset.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) A man is running on the beach, sunset.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Background/tshirtman-MilkyWay.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A person walks in the field. The Milky Way is in the sky, at night.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Background/yoga2-snow.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) A woman is doing yoga, in winter, snow.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 15px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Background/womanback-sunsetanime.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/VideoResults/Background/womandrink-sping.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) A woman is walking on the country road, sunset, back to the camera.</td>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://huggingface.co/runwayml/stable-diffusion-v1-5">SD-v1.5</a>) A woman is drinking wine in a spring field.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 15px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/suitguyback_technique.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/guyhorse_magicword.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A man in a suit walks into a technological city, feeling futuristic and cinematic.</td>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A man with black suit and a black horse walk in the wood.</td>
</tr>
</table>
</center>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-2, columns is-centered">Features</h2>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Different Styles 🌟 </h2>
</center>
<br>
<p>
Users can customize the styles the target videos by using prompts, personalized T2I models, and reference key frame.
</p>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/City3.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/City3-anime.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/City3-cyberpunk.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=33.3% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) City, anime style.</td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/30240">ToonYou</a>) City at night, cyberpunk style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/aircraftcarrier.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/aircraftcarrier-lego.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/aircraftcarrier-spaceship.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=33.3% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/110768?modelVersionId=119447">hellomecha</a>, <a href="https://civitai.com/models/130742?modelVersionId=143505">Building_block_world</a>) A LEGO-style aircraft carrier.</td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) Spaceship flys in the sky.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/HatLonger.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/Hat-aniflatmixdepth.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/Hat_majicmixRealisticbetterV2V25.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=33.3% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/4468?modelVersionId=57618">Counterfeit-V3.0</a>) A girl, anime style.</td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/43331/majicmix-realistic">majicMIX realistic</a>) A girl.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/1.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/1-magicreal2.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/1-lineart.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/1-toonyousoftedge.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/1-toonyoudepth.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=20.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/43331/majicmix-realistic">majicMIX realistic</a>)
A girl.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A girl, anime style.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A girl, anime style.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A girl, anime style.</td>
</tr>
</table>
</center>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Different Granularities 🌟 </h2>
</center>
<br>
<p>
Users can customize the structure inheritance from the source video to the target video at different granularities.
</p>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall2.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall2-lineart.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall2-softedge.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=33.3% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) (w/o reference frame, line drawing) A man holding a sword stands in front of a waterfall, cold face, ink splash style.</td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) (w/o reference frame, pidi boundary) A man holding a sword stands in front of a waterfall, cold face, ink splash style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall1.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall1-lineart.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall1-softedge.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall1-inklineart.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/manwaterfall1-inkdepthpose4.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=20.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) (w/o reference frame, line drawing) A man splits the water surface with a sword, beneath a waterfall, ink splash style.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) (w/o reference frame, pidi boundary) A man splits the water surface with a sword, beneath a waterfall, ink splash style.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) A man splits the water surface with a sword, beneath a waterfall, ink splash style.</td>
<td width=20.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/36520?modelVersionId=76907">GhostMix</a> , <a href="https://civitai.com/models/63347/ink-splash/">泼墨 ink splash</a>) A man splits the water surface with a sword, beneath a waterfall, ink splash style.</td>
</tr>
</table>
</center>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Different Content 🌟 </h2>
</center>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Animal/tiger.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Animal/tiger-tiger.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Animal/tiger-bear.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Animal/tiger-panda2.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A tiger is walking, anime style.</td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A bear is walking, anime style.</td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A panda is walking, anime style.</td>
</tr>
</table>
</center>
<hr>
<center>
<h2 class="title is-5"><b style="color:#008AD7; font-weight:normal"> </b> 🌟 Long Video Editing 🌟 </h2>
</center>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/city-overlook/original.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/city-overlook/result.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model: <a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) City overlook, at night, in winter.</td>
</tr>
</table>
</center>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/Boat/original.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/Boat/hierarchical.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) A sailing boat, anime style.</td>
</tr>
</table>
</center>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/bear/concat.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) A bear is walking.</td>
</tr>
</table>
</center>
<br>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/LongVideo/Joker/concat.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) The Joker is talking.</td>
</tr>
</table>
</center>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-2, columns is-centered">More Results</h2>
<br>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/flower_revAnimated.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) (w/o reference frame) A beautiful woman sits in grass and smiles, flowers in background.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Human/Yoga-animestyle.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) A woman is doing yoga, anime style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/ChongqingNight1-cyberpunk2.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) City night, cyberpunk style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/city-anime.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>) City, anime style.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/aircraftcarrier2-spaceship.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A spaceship flying in the space, galaxy background, ultra detailed, Hyperrealistic, sharp focus, UHD, octane render.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td>
<div class="videoContainer">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/yacht7-spaceship2.mp4"></video>
</div>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=50.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=50.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A spaceship flying over the city.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/yacht3.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/yacht3-spaceship3.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Object/yacht3-spaceship4.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=33.3% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A spaceship flying over the city.</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=33.3% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/7371/rev-animated">ReV Animated</a>) A spaceship flying over the city.</td>
</tr>
</table>
</center>
<table class="center">
<tr>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/QingguiNight.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/QingguiNight-anime2.mp4"></video>
</td>
<td style="padding-right: 5px;">
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/QingguiNight-anime3.mp4"></video>
</td>
<td>
<video class="mainVideo" muted autoplay="autoplay" loop="loop" src="assets/Gallery/Landscape/QingguiNight-animeflat.mp4"></video>
</td>
</tr>
</table>
<center>
<table class="center">
<tr>
<td width=25.0% style="text-align:center;">Input Video</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A light rail passes by in the city at night, anime style.</td>
<td style="padding-left: 5px; padding-right: 5px;"></td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/30240">ToonYou</a>)
A light rail passes by in the city at night, anime style, high contrast.</td>
<td width=25.0% style="text-align:center;font-family:'Papyrus',serif">(Model:
<a href="https://civitai.com/models/24387?modelVersionId=40816">Aniflatmix - Anime Flat Color Style Mix (平涂り風/平涂风)</a>)
A light rail passes by in the city at night, anime style.</td>
</tr>
</table>
</center>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-2, columns is-centered">Comparison</h2>
<br>
<p>
To ensure fairness in comparison, for our model, depth is used as the structure condition, and the off-the-shelf image editing method PnP is employed to automate the editing of center frames. For other methods, the default settings provided in their official codebases are used. All models employing Stable Diffusion use version 1.5.
</p>
<br>
<p>
<b>Original Prompt:</b> A man with a backpack hikes on a rocky terrain, surrounded by tall, rugged mountains and scattered boulders.
</p>
<p>
<b>Video Type:</b> Human
</p>
<p>
<b>Camera Motion:</b> 2
</p>
<p>
<b>Object Motion:</b> 2
</p>
<p>
<b>Scene Complexity:</b> 2
</p>
<br>
<p>
<b>Target Prompt:</b> An astronaut with a jetpack floats above a Martian landscape, with red rocky terrains and tall, alien-like mountains in the backdrop.
</p>
<p>
<b>Editing Type:</b> Compound Change
</p>
<p>
<b>Fantasy Level:</b> 3