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<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />
<title>Ayush Saraf</title>
<meta name="author" content="Ayush Saraf" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<link rel="stylesheet" type="text/css" href="stylesheet.css" />
<link rel="icon" href="data:image/svg+xml,<svg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 100 100%22><text y=%22.9em%22 font-size=%2290%22>🌐</text></svg>" />
</head>
<body>
<table style="width: 100%; max-width: 800px; border: 0px; border-spacing: 0px; border-collapse: separate; margin-right: auto; margin-left: auto;">
<tbody>
<tr style="padding: 0px;">
<td style="padding: 0px;">
<table style="width: 100%; border: 0px; border-spacing: 0px; border-collapse: separate; margin-right: auto; margin-left: auto;">
<tbody>
<tr style="padding: 0px;">
<td style="padding: 2.5%; width: 63%; vertical-align: middle;">
<p class="name" style="text-align: center;">
Ayush Saraf
</p>
<p>I am a senior research engineer at <a href="https://about.meta.com/realitylabs/">Meta Reality Labs</a> based in New York, NY, where I work on computer vision, compute graphics and machine learning.</p>
<p>
At Meta, I work with anything 3D including 3D Photos, NeRFs and 3D GenAI.
</p>
<p style="text-align: center;">
<a href="mailto:ayush29f@gmail.com">Email</a> /
<a href="https://scholar.google.com/citations?user=bluhHm8AAAAJ&hl=en">Google Scholar</a>
/
<a href="https://twitter.com/ayush29feb">Twitter</a> /
<a href="https://github.com/ayush29feb/">Github</a>
</p>
</td>
<td style="padding: 2.5%; width: 40%; max-width: 40%;">
<a href="images/ayush.png"><img style="width: 100%; max-width: 100%;" alt="profile photo" src="images/ayush.png" class="hoverZoomLink" /></a>
</td>
</tr>
</tbody>
</table>
<table style="width: 100%; border: 0px; border-spacing: 0px; border-collapse: separate; margin-right: auto; margin-left: auto;">
<tbody>
<tr>
<td style="padding: 20px; width: 100%; vertical-align: middle;">
<h2>Research</h2>
<p>
I'm interested in machine learning, computer vision, computer graphics, 3D reconstruction and GenAI. Much of my research revolves around creating 3D worlds by observing real world through images or by interpretting
user's imagination via geneative models.
</p>
</td>
</tr>
</tbody>
</table>
<table style="width: 100%; border: 0px; border-spacing: 0px; border-collapse: separate; margin-right: auto; margin-left: auto;">
<tbody>
<!-- OmnimatteRF -->
<tr bgcolor="#ffffd0">
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="omnimatte_image">
<video width="100%" height="100%" muted autoplay loop>
<source src="images/omnimatterf.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
<!-- <img src="images/zipnerf.jpg" width="160" /> -->
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://omnimatte-rf.github.io/">
<span class="papertitle">OmnimatteRF: Robust Omnimatte with 3D Background Modeling</span>
</a>
<br />
Geng Lin, Chen Gao, Jia-Bin Huang, Changil Kim, Yipeng Wang, Matthias Zwicker, <strong>Ayush Saraf</strong>
<br />
<em>ICCV</em>, 2023  
<br />
<a href="https://omnimatte-rf.github.io">project page</a>
/
<a href="#">video</a>
/
<a href="https://openaccess.thecvf.com/content/ICCV2023/html/Lin_OmnimatteRF_Robust_Omnimatte_with_3D_Background_Modeling_ICCV_2023_paper.html">paper</a>
/
<a href="https://github.com/facebookresearch/OmnimatteRF">code</a>
<p></p>
</td>
</tr>
<!-- RoDyNeRF -->
<tr>
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<video width="100%" height="100%" muted autoplay loop>
<source src="images/rodynerf.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
<!-- <img src="images/.jpg" width="160" /> -->
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://robust-dynrf.github.io/">
<span class="papertitle">Robust Dynamic Radiance Fields</span>
</a>
<br />
Yu-Lun Liu, Chen Gao, Andreas Meuleman, Hung-Yu Tseng, <strong>Ayush Saraf</strong>, Changil Kim, Yung-Yu Chuang, Johannes Kopf, Jia-Bin Huang
<br />
<em>CVPR</em>, 2023  
<br />
<a href="https://robust-dynrf.github.io/">project page</a>
/
<a href="#">video</a>
/
<a href="https://openaccess.thecvf.com/content/ICCV2023/html/Lin_OmnimatteRF_Robust_Omnimatte_with_3D_Background_Modeling_ICCV_2023_paper.html">paper</a>
/
<a href="https://github.com/facebookresearch/robust-dynrf">code</a>
<p></p>
</td>
</tr>
<!-- Boosting -->
<tr>
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<img src="images/boosting.jpg" width="160" />
<!-- <video width="100%" height="100%" muts -->
</div>
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://boosting-view-synth.github.io/">
<span class="papertitle">Boosting view synthesis with residual transfer</span>
</a>
<br />
Xuejian Rong, Jia-Bin Huang, <strong>Ayush Saraf</strong>, Changil Kim, Johannes Kopf
<br />
<em>CVPR</em>, 2022  
<br />
<a href="https://boosting-view-synth.github.io/">project page</a>
/
<a href="https://boosting-view-synth.github.io/videos/cvpr_2022_bvs_slides.mp4">video</a>
/
<a href="https://arxiv.org/abs/2008.12298">paper</a>
/
<a href="https://github.com/facebookresearch/one_shot_3d_photography">code</a>
<p></p>
</td>
</tr>
<!-- DynDyn -->
<tr bgcolor="#ffffd0">
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<video width="100%" height="100%" muted autoplay loop>
<source src="images/dyndyn.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
<!-- <img src="images/.jpg" width="160" /> -->
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://free-view-video.github.io/">
<span class="papertitle">Dynamic View Synthesis from Dynamic Monocular Video</span>
</a>
<br />
Chen Gao, <strong>Ayush Saraf</strong>, Johannes Kopf, Jia-Bin Huang
<br />
<em>ICCV</em>, 2021  
<br />
<a href="https://free-view-video.github.io/">project page</a>
/
<a href="#">video</a>
/
<a href="https://openaccess.thecvf.com/content/ICCV2021/html/Gao_Dynamic_View_Synthesis_From_Dynamic_Monocular_Video_ICCV_2021_paper.html">paper</a>
/
<a href="https://github.com/gaochen315/DynamicNeRF">code</a>
<p></p>
</td>
</tr>
<!-- AMCIO -->
<tr>
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<!-- <video width="100%" height="100%" muted autoplay loop>
<source src="images/photos3d.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video> -->
</div>
<img src="images/amico.png" width="160" />
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://www.bmvc2021-virtualconference.com/conference/papers/paper_0766.html">
<span class="papertitle">AMICO: Amodal Instance Composition</span>
</a>
<br />
Peiye Zhuang, Denis Demandolx, <strong>Ayush Saraf</strong>, Xuejian Rong, Changil Kim and Jia-Bin Huang
<br />
<em>BMVC</em>, 2021  
<br />
<a href="https://www.bmvc2021-virtualconference.com/conference/papers/paper_0766.html">project page</a>
/
<a href="https://arxiv.org/abs/2210.05828">paper</a>
<p></p>
</td>
</tr>
<!-- FGVC -->
<tr bgcolor="#ffffd0">
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<video width="100%" height="100%" muted autoplay loop>
<source src="images/fgvc.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
<!-- <img src="images/.jpg" width="160" /> -->
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://free-view-video.github.io/">
<span class="papertitle">Flow-edge Guided Video Completion</span>
</a>
<br />
Chen Gao, <strong>Ayush Saraf</strong>, Jia-Bin Huang, Johannes Kopf
<br />
<em>ECCV</em>, 2020  
<br />
<a href="https://free-view-video.github.io/">project page</a>
/
<a href="#">video</a>
/
<a href="hhttps://arxiv.org/abs/2009.01835">paper</a>
/
<a href="https://github.com/vt-vl-lab/FGVC">code</a>
/
<a href="https://colab.research.google.com/drive/1pb6FjWdwq_q445rG2NP0dubw7LKNUkqc?usp=sharing">google colab</a>
<p></p>
</td>
</tr>
<!-- 3D Photos -->
<tr bgcolor="#ffffd0">
<td style="padding: 20px; width: 25%; vertical-align: middle;">
<div class="one">
<div class="two" id="rodynerf_image">
<video width="100%" height="100%" muted autoplay loop>
<source src="images/photos3d.mp4" type="video/mp4" />
Your browser does not support the video tag.
</video>
</div>
<!-- <img src="images/.jpg" width="160" /> -->
</div>
</td>
<td style="padding: 20px; width: 75%; vertical-align: middle;">
<a href="https://facebookresearch.github.io/one_shot_3d_photography/">
<span class="papertitle">One shot 3d photography</span>
</a>
<br />
Johannes Kopf, Kevin Matzen, Suhib Alsisan, Ocean Quigley, Francis Ge, Yangming Chong, Josh Patterson, Jan-Michael Frahm, Shu Wu, Matthew Yu, Peizhao Zhang, Zijian He, Peter Vajda, <strong>Ayush Saraf</strong>, Michael F. Cohen
<br />
<em>SIGGRAPH</em>, 2020  
<br />
<a href="https://facebookresearch.github.io/one_shot_3d_photography/">project page</a>
/
<a href="https://www.youtube.com/watch?v=dR_NGkHS7rU">video</a>
/
<a href="https://arxiv.org/abs/2008.12298">paper</a>
/
<a href="https://github.com/facebookresearch/one_shot_3d_photography">code</a>
<p></p>
</td>
</tr>
</tbody>
</table>
<table width="100%" align="center" border="0" cellspacing="0" cellpadding="20">
<tbody>
<tr>
<td>
<h2>Miscellanea</h2>
</td>
</tr>
</tbody>
</table>
<table width="100%" align="center" border="0" cellpadding="20">
<tbody>
<tr>
<td style="padding: 20px; width: 25%; vertical-align: middle;"><img src="images/cvf.jpg" /></td>
<td width="75%" valign="center">
<a href="https://sites.google.com/view/xrnerf/program-committee">Program Committe, XRNeRF CVPR 2023</a>
<br />
<a href="https://cvpr2023.thecvf.com/">Peer Reviewer, CVPR 2023</a>
<br />
<a href="https://iccv2023.thecvf.com/">Peer Reviewer, ICCV 2023</a>
<br />
<a href="https://wacv2023.thecvf.com/">Peer Reviewer, WACV 2023</a>
<br />
<a href="https://wacv2023.thecvf.com/">Peer Reviewer, WACV 2024</a>
<br />
Peer Reviewer, IJCV
<br />
</td>
</tr>
</tbody>
</table>
<table style="width: 100%; border: 0px; border-spacing: 0px; border-collapse: separate; margin-right: auto; margin-left: auto;">
<tbody>
<tr>
<td style="padding: 0px;">
<br />
<p style="text-align: right; font-size: small;">Template from <a href="https://github.com/jonbarron/jonbarron_website">Jon Barron</a>.</p>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
</body>
</html>