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<!DOCTYPE html>
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<meta name="description" content="SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation">
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<title>SadTalker</title>
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<h3 class="xtitle is-1 publication-title">SadTalker:
Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation</h3>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<a href="#" target="_blank">Wenxuan Zhang</a><sup>*,1,2</sup>
</span>
<span class="author-block">
<a href="https://vinthony.github.io" target="_blank">Xiaodong Cun</a><sup>*,2</sup>
</span>
<span class="author-block">
<a href="https://xuanwangvc.github.io/" target="_blank">Xuan Wang</a><sup>3</sup>
</span>
<span class="author-block">
<a href="https://yzhang2016.github.io" target="_blank">Yong Zhang</a><sup>2</sup>
</span>
<span class="author-block">
<a href="https://xishen0220.github.io/" target="_blank">Xi Shen</a><sup>2</sup>
</span>
<br>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Yu Guo</a><sup>1</sup>
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=4oXBp9UAAAAJ&hl=zh-CN" target="_blank">Ying Shan</a><sup>2</sup>
</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Fei Wang</a><sup>1</sup>
</span>
</div>
<br>
<div class="is-size-5 publication-authors">
<span class="author-block">
<sup>1</sup> Xi'an Jiaotong University
<sup>2</sup> Tencent AI Lab
<sup>3</sup> Ant Group
<br>CVPR 2023</span>
<span class="eql-cntrb"><small><br><sup>*</sup>Indicates Equal Contribution</small></span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- Arxiv PDF link -->
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<a href="https://arxiv.org/pdf/2211.12194.pdf" target="_blank"
class="external-link ">
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<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span>
<!-- Github link -->
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<a href="https://github.com/Winfredy/SadTalker" target="_blank"
class="external-link ">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>Code</span>
</a>
</span>
<span class="link-block">
<a href="https://huggingface.co/spaces/vinthony/SadTalker" target="_blank"
class="external-link ">
<span>🤗 Demo (Hugging Face Space)</span>
</a>
</span>
<span class="link-block">
<a href="https://colab.research.google.com/github/Winfredy/SadTalker/blob/main/quick_demo.ipynb" target="_blank"
class="external-link ">
<span>🧿 Demo (Colab)</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Teaser video-
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<video controls="" width="100%">
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/sadtalker_supp.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</section>
End teaser video -->
<!-- Paper abstract -->
<section class="section hero is-light">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
Generating talking head videos through a face image and a piece of speech audio still contains many challenges.
ie, unnatural head movement, distorted expression, and identity modification.
We argue that these issues are mainly because of learning from the coupled 2D motion fields.
On the other hand, explicitly using 3D information also suffers problems of stiff expression and incoherent video.
We present SadTalker, which generates 3D motion coefficients (head pose, expression) of the 3DMM from audio and implicitly modulates a novel 3D-aware face render for talking head generation.
To learn the realistic motion coefficients, we explicitly model the connections between audio and different types of motion coefficients individually.
Precisely, we present ExpNet to learn the accurate facial expression from audio by distilling both coefficients and 3D-rendered faces.
As for the head pose, we design PoseVAE via a conditional VAE to synthesize head motion in different styles.
Finally, the generated 3D motion coefficients are mapped to the unsupervised 3D keypoints space of the proposed face render, and synthesize the final video.
We conduct extensive experiments to show the superior of our method in terms of motion and video quality.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- End paper abstract -->
<!-- Teaser video-->
<section class="hero teaser">
<div class="container is-max-desktop">
<h2 class="title is-3">Pipeline</h2>
<div class="hero-body">
<img src="https://user-images.githubusercontent.com/4397546/222490596-4c8a2115-49a7-42ad-a2c3-3bb3288a5f36.png">
</div>
</div>
</section>
<!-- End teaser video -->
<!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video1</strong>: Talking in different languages</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/talking.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video2</strong>: Speaking Chinese</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/chinese_speaker.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- End youtube video
!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video3</strong>: Singing in different languages</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/sing.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- End youtube video
!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video4</strong>: Controllable eye blinking</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/eye%20blinking.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- End youtube video
!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video5</strong>: Comparison on the HDTF dataset</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/compare.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- End youtube video
!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video6</strong>: Comparison on the VoxCeleb2 dataset</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/comparison_crossid.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<!-- End youtube video
!-- Youtube video -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video7</strong>: The results of the same driven audio with different styles</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/different_style_same_audio.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video8</strong>: The results of different driven audios with the same style</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/different_audio_same_style.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video9</strong>: Ablation on ExpNet</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/ablation_ExpNet.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container">
<!-- Paper video. -->
<h2 class="title is-3"><strong>Video10</strong>: Ablation on face render</h2>
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<video controls="" width="100%">
<!-- t=0.001 is a hack to make iPhone show video thumbnail -->
<source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/ablation_facerender.mp4?raw=true" type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>@misc{sadtalker,
title={SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation},
author={Zhang, Wenxuan and Cun, Xiaodong and Wang, Xuan and Zhang, Yong and Shen, Xi and Guo, Yu and Shan, Ying and Wang, Fei},
year={2022},
eprint={2211.12194},
}
</code></pre>
</div>
</section>
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