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<h1 class="title is-1 publication-title"><span style="font-family: bradley hand, cursive;">ATI: Any Trajectory Instruction for Controllable Video Generation</span></h1>
<div class="publication-authors" style="font-size: 22px;">
<span class="author-block">
<a class="author-link" href="\" target="_blank">Angtian Wang</a>
</span>
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<a class="author-link" href="\" target="_blank">Haibin Huang</a>
</span>
<span class="author-block">
<a class="author-link" href="\" target="_blank">Jacob Zhiyuan Fang</a>
</span>
<span class="author-block">
<a class="author-link" href="\" target="_blank">Yiding Yang</a>
</span>
<span class="author-block">
<a class="author-link" href="\" target="_blank">Chongyang Ma</a>
</span>
</div>
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ByteDance Intelligent Creation</span>
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<svg class="svg-inline--fa fa-github fa-w-16" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg=""><path fill="currentColor" d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg><!-- <i class="fab fa-github"></i> Font Awesome fontawesome.com -->
</span>
<span>Github (Coming Soon)</span>
</a>
</span>
<!-- Model Link. -->
<span class="link-block">
<a href="" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<img src="./ATI _ ByteDance Intelligent Creation_files/ai.svg" alt="SVG Icon" style="width: 18px; height: 18px; background-color: #f5f5f5;">
</span>
<span>Hugging Face (Coming Soon)</span>
</a>
</span>
</span>
</div>
</div>
</div>
</div>
</div>
</div></section>
<section class="hero teaser">
<div class="column has-text-centered">
<div class="is-size-5 publication-authors">
<hr style="
width: 100%;
height: 0.7px;
background-color: rgba(255, 255, 255, 0.665);
margin-top: -15px;
">
</div>
</div>
</section>
<section class="section" style="margin-top: -15px">
<div class="container is-max-desktop">
<!-- Highlight. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-4">🔥 <strong style="color: white;"></strong>Highlight</strong></h2>
<div class="content has-text-justified">
<ul>
<li>🔥 <strong style="color: white;">Any Trajectory Instruction (ATI) is a video generation approach that makes any trajectories you draw on an image into a realistic video.</strong></li>
<li>🔥 <strong style="color: white;">(Coming Soon) ATI-Wan2.1 14B model will be publicly available.</strong></li>
</ul>
</div>
</div>
</div>
<!--/ Highlight. -->
<div class="samples-teaser-demo">
<video src="./ATI _ ByteDance Intelligent Creation_files/Teaser.mp4" controls muted></video>
</div>
<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-4">Abstract</h2>
<div class="content has-text-justified">
<p>
We present a trajectory-based motion control framework that unifies object, local and camera movements in video generation.
By embedding user-defined keypoint paths into pretrained image-to-video models via a lightweight motion injector, our approach produces temporally coherent,
semantically aligned motion. It excels across tasks—motion brushes, dynamic viewpoints and precise local deformations—offering superior controllability and
visual quality compared to prior and commercial methods, while remaining compatible with diverse state-of-the-art backbones.
</p>
</div>
</div>
</div>
<!--/ Abstract. -->
<div class="container is-max-desktop">
<!-- Method. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-4">Feature-level Instruction of Trajectories</h2>
<div class="content has-text-justified">
<p>
ATI enables fine-grained feature-level Instruction of Trajectories.
Specifically, ATI introduces a Gaussian-based motion injector to encode trajectory signals, spanning local, object-level, and camera motion, directly into the latent space
of a pretrained image-to-video diffusion model. This enables unified and continuous control over both object and camera dynamics.
</p>
</div>
</div>
</div>
<div class="container is-max-desktop" style="margin-top: 25px">
<img src="./ATI _ ByteDance Intelligent Creation_files/Pipeline.jpg" width="100%">
</div>
<div class="content has-text-centered" style="margin-top: 5px">
<p style="font-size:16px; font:caption; font-family:Georgia, 'Times New Roman', Times, serif;">
ATI generates the videos from flexible input trajectories, enabling flexible object motion or cameral control. ATI takes an image and user specified trajectories as inputs. The point-wise trajectories are injected into the latent condition for
the generation. Videos are decoded from the latent denoised from the DiT.
</p>
</div>
<div class="container is-max-desktop" style="margin-top: 25px">
<img src="./ATI _ ByteDance Intelligent Creation_files/FeaturePlace.png" width="100%">
</div>
<div class="content has-text-centered" style="margin-top: 5px">
<p style="font-size:16px; font:caption; font-family:Georgia, 'Times New Roman', Times, serif;">
Trajectory Instruction module computes a latent feature from a point’s trajectory. During inference, given the point’s location in the first frame (i.e., the input image), we sample the feature at that location using bilinear interpolation. We then compute a spatial
Gaussian distribution for each visible point on its corresponding location in every subsequent frame.
</p>
</div>
<!--/ Method. -->
<div class="container is-max-desktop">
<!-- User Input. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-4">Input Any Trajectory Instruction</h2>
<div class="content has-text-justified">
<p>
We provide an interactive editor tools for creating trajectory. This tools allowing user to create free draw trajectories,
camera zoom in or out trajectories, as well as edit trajectory and applying camera pan move globally.
</p>
</div>
</div>
</div>
<div class="columns is-centered">
<span class="link-block">
<a href="" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<svg class="svg-inline--fa fa-github fa-w-16" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg=""><path fill="currentColor" d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg><!-- <i class="fab fa-github"></i> Font Awesome fontawesome.com -->
</span>
<span>Trajectory Editor (Coming Soon)</span>
</a>
</span>
<span class="link-block">
<a href="" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<img src="./ATI _ ByteDance Intelligent Creation_files/ai.svg" alt="SVG Icon" style="width: 18px; height: 18px; background-color: #f5f5f5;">
</span>
<span>Trajectory Editor Guideline</span>
</a>
</span>
</div>
<div class="samples-large-demo">
<video src="./ATI _ ByteDance Intelligent Creation_files/EditorEdit.mp4" controls muted></video>
<video src="./ATI _ ByteDance Intelligent Creation_files/EditorVideo.mp4" controls muted></video>
</div>
<div class="content has-text-centered" style="margin-top: 5px">
<p style="font-size:16px; font:caption; font-family:Georgia, 'Times New Roman', Times, serif;">
Left: process of user drawing trajectories. Right: generated video.
</p>
</div>
</div>
</section>
<hr style="
width: 100%;
height: 0.5px;
background-color: rgba(255, 255, 255, 0.665);
margin-top: 5px;
">
<button class="switch-button" onclick="switchTabtoWanX()">Switch to ATI Seaweed 7B</button>
<button class="switch-button" onclick="switchTabtoSeaweed()">Switch to ATI Wanx 14B</button>
<div id="tab1" class="tab-content tab-box active">
<h2>ATI WanX 14B Results</h2>
<section class="hero is-light is-small">
<div class="hero-body">
<div style="margin-left: 50px; margin-right: 50px;">
<div class="carousel-container">
<!-- <div class="carousel carousel-scroll-left">-->
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<!-- </div>-->
<div class="samples-row samples-row–tall">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/02.jpeg" alt="Sample 002">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/002_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/05.jpg" alt="Sample 005">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/005_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/11.jpg" alt="Sample 011">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/011_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/12.png" alt="Sample 012">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/012_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/17.jpg" alt="Sample 017">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/017_viz.mp4" controls muted></video>
</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/18.jpg" alt="Sample 018">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/018_viz.mp4" controls muted></video>
</div>
</div>
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<div class="samples-row samples-row–short">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/03.jpeg" alt="Sample 003">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/003_viz.mp4" controls muted></video>
</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/06.jpg" alt="Sample 006">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/006_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/09.jpeg" alt="Sample 009">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/009_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/08.jpg" alt="Sample 008">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/008_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/10.jpg" alt="Sample 010">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/010_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/22.jpg" alt="Sample 022">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/022_viz.mp4" controls muted></video>
</div>
</div>
<div class="samples-row samples-row–tall">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/41.jpg" alt="Sample 041">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/041_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/42.jpg" alt="Sample 042">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/042_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/43.jpg" alt="Sample 043">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/043_viz.mp4" controls muted></video>
</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/45.jpg" alt="Sample 045">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/045_viz.mp4" controls muted></video>
</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/60.jpg" alt="Sample 060">
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</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/63.jpg" alt="Sample 063">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/063_viz.mp4" controls muted></video>
</div>
</div>
<div class="samples-row samples-row–short">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/24.jpg" alt="Sample 024">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/024_viz.mp4" controls muted></video>
</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/28.jpg" alt="Sample 028">
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</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/34.jpg" alt="Sample 034">
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<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/35.jpg" alt="Sample 035">
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</div>
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/62.jpg" alt="Sample 062">
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</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/84.jpg" alt="Sample 084">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/084_viz.mp4" controls muted></video>
</div>
</div>
<div class="samples-row samples-row–tall">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/64.jpg" alt="Sample 064">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/064_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/66.jpg" alt="Sample 066">
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</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/68.jpg" alt="Sample 068">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/068_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/70.jpg" alt="Sample 070">
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/77.jpg" alt="Sample 077">
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesWanX/97.jpg" alt="Sample 097">
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</div>
</div>
</div>
</section>
</div>
<div id="tab2" class="tab-content tab-box">
<h2>ATI Seaweed 7B Results</h2>
<section class="hero is-light is-small">
<div class="hero-body">
<div style="margin-left: 50px; margin-right: 50px;">
<div class="carousel-container">
<div class="samples-row samples-row–tall">
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/02.jpeg" alt="Sample 002">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/3_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/05.jpg" alt="Sample 005">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/6_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/11.jpg" alt="Sample 011">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/12_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/12.png" alt="Sample 012">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/13_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/17.jpg" alt="Sample 017">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/18_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/18.jpg" alt="Sample 018">
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<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/03.jpeg" alt="Sample 003">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/4_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/06.jpg" alt="Sample 006">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/7_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/09.jpeg" alt="Sample 009">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/10_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/08.jpg" alt="Sample 008">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/9_1_viz.mp4" controls muted></video>
</div>
<div class="sample">
<img src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/10.jpg" alt="Sample 010">
<video src="./ATI _ ByteDance Intelligent Creation_files/ExamplesSeaWeed/11_1_viz.mp4" controls muted></video>
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<pre class="bib-tex"><code id="citation">@article{jiang2025infiniteyou,
title={{ATI}: ny Trajectory Instruction for Controllable Video Generation},
author={Wang, Angtian and Huang, Haibin and Fang, Zhiyuan and Yang, Yiding, and Ma, Chongyang}
journal={arXiv preprint},
volume={arXiv:xxxxxxxx},
year={2025}
}</code></pre>
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