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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="description" content="Generating View-Consistent 3D Sketch via Differentiable Curve Rendering" />
<meta property="og:type" content="website" />
<meta property="og:title" content="Diff3DS" />
<meta property="og:description"
content="Generating View-Consistent 3D Sketch via Differentiable Curve Rendering" />
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<link rel="stylesheet" href="resources/glide-custom.css">
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<title>Diff3DS</title>
<style>
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/* 设置圆角的大小 */
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</head>
<!-- <body class="bg-white dark:bg-black dark" style="overscroll-behavior: none"> -->
<body class="bg-white dark:bg-black " style="overscroll-behavior: none">
<div class="flex w-full flex-col bg-white dark:bg-black">
<div class="mx-auto w-full max-w-4xl px-4 py-12 pb-10 md:px-8">
<div class="w-full flex flex-col justify-center items-center space-y-5 pb-0 rounded-lg">
<div class="w-full flex flex-col justify-center items-center space-y-5">
<h1 class="title">
Diff3DS
</h1>
<h2 class="text-primary font-sans text-xl font-medium xl:text-2xl text-center break-words px-1 max-w-[90%] dark:text-white"
style="font-size:2.00rem ; line-height:2.25rem;">
Generating View-Consistent 3D Sketch
<br>
via Differentiable Curve Rendering
</h2>
<!--
<h2
class="text-primary font-sans text-xl font-medium xl:text-2xl text-center break-words px-2 max-w-[90%] dark:text-white">
SIGGRAPH 2024
</h2> -->
</div>
<div class="w-full flex flex-wrap justify-center items-center gap-5">
<a href="https://yiboz2001.github.io/"
class="link text-secondary font-sans cursor-pointer hover:text-primary dark:text-white dark:text-opacity-80 dark:hover:text-white dark:hover:text-opacity-100 transition duration-200 ease-in-out">Yibo Zhang<sup>1</sup></a>
<a href="https://leon-lihongwang.github.io"
class="link text-secondary font-sans cursor-pointer hover:text-primary dark:text-white dark:text-opacity-80 dark:hover:text-white dark:hover:text-opacity-100 transition duration-200 ease-in-out">Lihong Wang<sup>1</sup></a>
<a href="https://person.zju.edu.cn/en/changqingzou"
class="link text-secondary font-sans cursor-pointer hover:text-primary dark:text-white dark:text-opacity-80 dark:hover:text-white dark:hover:text-opacity-100 transition duration-200 ease-in-out">Changqing Zou<sup>2</sup></a>
<a href="https://sai.jlu.edu.cn/info/1094/3443.htm"
class="link text-secondary font-sans cursor-pointer hover:text-primary dark:text-white dark:text-opacity-80 dark:hover:text-white dark:hover:text-opacity-100 transition duration-200 ease-in-out">Tieru Wu<sup>1</sup></a>
<a href="https://ruim-jlu.github.io/"
class="link text-secondary font-sans cursor-pointer hover:text-primary dark:text-white dark:text-opacity-80 dark:hover:text-white dark:hover:text-opacity-100 transition duration-200 ease-in-out">Rui Ma<sup>1</sup></a>
</div>
<div class="row">
<ul class="inline-list text-secondary font-sans hover:text-primary dark:text-white">
<li> <sup>1</sup>Jilin University</li>
<li> <sup>2</sup>CAD&CG Lab, Zhejiang University</li>
</ul>
</div>
<div class="w-full flex flex-wrap justify-center items-center gap-5">
<a href="https://arxiv.org/pdf/2405.15305" target="_blank"
class="flex flex-row items-center space-x-2 rounded-full pl-2 pr-3 py-1 bg-black bg-opacity-70 hover:bg-opacity-80 transition duration-200 ease-in-out cursor-pointer dark:bg-white dark:bg-opacity-10 dark:hover:bg-opacity-20">
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<span class="text-m text-white">Paper</span>
</a>
<!-- <a href="https://www.youtube.com/watch?v=d6p3LLbmOnI" target="_blank"
class="flex flex-row items-center space-x-2 rounded-full pl-2 pr-3 py-1 bg-black bg-opacity-70 hover:bg-opacity-80 transition duration-200 ease-in-out cursor-pointer dark:bg-white dark:bg-opacity-10 dark:hover:bg-opacity-20">
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</svg><span class="text-m text-white">Video</span>
</a> -->
<!-- <a href="https://github.com/zju3dv/Coin3D" target="_blank"
class="flex flex-row items-center space-x-2 rounded-full pl-2 pr-3 py-1 bg-black bg-opacity-70 hover:bg-opacity-80 transition duration-200 ease-in-out cursor-pointer dark:bg-white dark:bg-opacity-10 dark:hover:bg-opacity-20">
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<span class="text-m text-white">Code</span>
</a> -->
</div>
</div>
<div class="pt-0">
<div class="pt-0" style="filter: none">
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<video id="mainVideo" autoplay="" loop="" playsinline="" muted=""
class="absolute top-0 left-0 w-full h-full" style="
z-index: 1;
object-fit: cover;
border-radius: 0.5rem;
transform: scale(1);
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<source src="https://github.com/wqdong8/open_access_assets/raw/main/coin3d/videos/highlight.mp4" type="video/mp4" data-src="https://github.com/wqdong8/open_access_assets/raw/main/coin3d/videos/highlight.mp4" />
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</video>
</div>
-->
<div class="space-y-3 pt-0 gap-3" id="Overview">
<img src=".\resources\teaser\Teaser Figure-min.jpg" style="padding-top:1rem"/>
<h1 class="text-primary font-sans text-xl font-bold dark:text-white">
Abstract
</h1>
<p class="text-justify block font-normal"></p>
<p class="font-normal text-primary dark:text-white block text-justify">
<span>
We propose Diff3DS, a novel differentiable rendering framework for generating view-consistent 3D sketch by optimizing 3D parametric curves under various supervisions. Specifically, we perform perspective projection to render the 3D rational Bézier curves into 2D curves, which are subsequently converted to a 2D raster image via our customized differentiable rasterizer. Our framework bridges the domains of 3D sketch and raster image, achieving end-to-end optimization of 3D sketch through gradients computed in the 2D image domain. Our Diff3DS can enable a series of novel 3D sketch generation tasks, including text-to-3D sketch and image-to-3D sketch, supported by the popular distillation-based supervision, such as Score Distillation Sampling (SDS). Extensive experiments have yielded promising results and demonstrated the potential of our framework.
</span>
</p>
</div>
<!-- <div class="space-y-3 pt-16">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white">
Video
</h1>
<div class="text-primary dark:text-white">
<div class="pt-4" style="filter: none">
<div class="w-full overflow-hidden"
style="position: relative; padding-top: 56.25%; border-radius: 0.5rem;">
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referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
</div>
</div>
</div>
</div>
-->
<!-- <div class="space-y-3 pt-16">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white">
Pipeline
</h1>
<p class="text-justify block font-normal">
<img src="https://github.com/wqdong8/open_access_assets/raw/main/coin3d/figures/framework.png" style="width: 100%; height: 100%;" alt="Description of the image"
class="rounded-corners">
</p>
<p class="font-normal text-primary dark:text-white block text-justify">
<span> Given a coarse shape proxy and user prompts that describe the identity,
our method first constructs 2D image candidates from the proxy's silhouette and 3D proxy samples as input conditions.
Then, we employ a 3D adapter to integrate 3D-aware control to the diffusion's denoising process with a
3D control volume, yielding multiview images of the object.
By fully leveraging the 3D control volume, we realize accelerated 3D previewing with volume cache and improve mesh
reconstruction quality.
</span>
</p>
</div> -->
<div class="space-y-3 pt-10" style="padding-top:1.5rem">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white">
Text-to-3D Sketch
</h1>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\dragon.mp4" type="video/mp4">
</video>
<span>Flying dragon, highly detailed, breathing fire.</span>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\phoenix.mp4" type="video/mp4">
</video>
<span>A fire Phoenix, mythical bird, engulfed in flames.</span>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\ship.mp4" type="video/mp4">
</video>
<span>Higly detailed,<br> majestic royal tall ship...</span>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\flowerOnTable.mp4" type="video/mp4">
</video>
<span>A flower on a office <br> table, straight table legs.</span>
</div>
</div>
<div class="space-y-3 pt-16" >
<h1 class="text-primary font-sans text-xl font-bold dark:text-white" style="padding-top:14rem">
Image-to-3D Sketch
</h1>
<div style="width:25%; float:left; text-align:center;">
<img src=".\resources\video\image\flamingo.png" />
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\flamingo.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<img src=".\resources\video\image\scissors.png" />
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\scissors.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<img src=".\resources\video\image\flowerInPot.png" />
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\flowerInPot.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<img src=".\resources\video\image\bonfire.png" />
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\bonfire.mp4" type="video/mp4">
</video>
</div>
</div>
<div class="space-y-3 pt-16">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white" style="padding-top:26rem">
Training Process
</h1>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\train\flamingo.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\train\lighthouse.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\train\flower.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\train\pen.mp4" type="video/mp4">
</video>
</div>
</div>
<div class="space-y-3 pt-16" id="Results">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white" style="padding-top:11rem">
More Results
</h1>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\bow.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\axe.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\castle.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\clock.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\icecream.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\lighthouse.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\mushroom.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\pen.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\unicorn.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\text\tree.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\sword.mp4" type="video/mp4">
</video>
</div>
<div style="width:25%; float:left; text-align:center;">
<video controls autoplay loop muted class="rounded-corners">
<source src=".\resources\video\image\candlestick.mp4" type="video/mp4">
</video>
</div>
</div>
<p class="text-justify block font-normal"> </p>
</div>
</div>
<div class="prose mt-3 pb-6">
<div class="space-y-3 pt-16" id="Citation">
<h1 class="text-primary font-sans text-xl font-bold dark:text-white" style="padding-top: 40rem">
Citation
</h1>
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<div class="copyTextContainer text-justify grid grid-cols-[auto_1fr] text-primary dark:text-white">
<span>@article{zhang2024diff3ds,
<br>title = {Diff3DS: Generating View-Consistent 3D Sketch via Differentiable Curve Rendering},
<br>author = {Yibo Zhang and Lihong Wang and Changqing Zou and Tieru Wu and Rui Ma},
<br>journal = {arXiv preprint arXiv:2405.15305},
<br>year={2024},
<br>}
</span>
</div>
</div>
</div>
<div class="space-y-3 pt-16" id="Acknowledgements">
<p class="font-normal text-primary dark:text-white block text-justify" >
<span>
The webpage template is borrowed from
<a class="underline" href="https://zju3dv.github.io/coin3d/"
target="_blank">Coin3D</a><!-- -->
and
<a class="underline" href="https://signerf.jdihlmann.com/"
target="_blank">SIGNeRF</a>.
</span>
</p>
</div>
</div>
</div>
</div>
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