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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Peter Kulits</title>
<meta name="description" content="">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<link rel="shortcut icon" type="image/x-icon" href="favicon.ico">
<link rel="stylesheet" href="style.css">
<script type="module" src="index.js"></script>
</head>
<body>
<canvas id="bg-canvas"></canvas>
<div class="container round-corners">
<div class="profile flexbox">
<div class="flex-txt">
<h1>Peter Kulits</h1>
<p>
I'm a PhD student at the Max Planck Institute for Intelligent Systems co-advised by <a href="https://ps.is.mpg.de/person/black">Michael J. Black</a> and <a href="https://imati.cnr.it/mypage.php?idk=PG-2">Silvia Zuffi</a>. My current research focus is on large language models and their ability to perceive and reason about the physical world.
<br>
<br>
I received my bachelor of science degree from Caltech in Dec. 2021, advised by <a href="https://beerys.github.io/">Sara Beery</a> and <a href="http://www.vision.caltech.edu/">Pietro Perona</a>, and spent the first six months of 2022 at the <a href="https://maraelephantproject.org/">Mara Elephant Project</a> in Kenya as a research fellow with Jake Wall. In September of 2022 I started my PhD.
<br>
<a href="mailto:kulits@tue.mpg.de">[email]</a>
<a href="https://drive.google.com/file/d/13FHoMqmEzYOw5tFqFZOQ9zqCYRdzT7-J/view?usp=sharing">[cv]</a>
<a href="https://scholar.google.com/citations?hl=en&user=Hlx9L00AAAAJ">[scholar]</a>
<a href="https://github.com/kulits/">[github]</a>
</p>
</div>
<img class="flex-img round-corners" src="profile.webp">
</div>
<div class="box">
<h2>Projects</h2>
</div>
<div class="project flexbox">
<img class="project-img" src="https://kulits.github.io/BrickNet/assets/teaser_mosaic.jpg">
<div class="flex-txt">
<h3>BrickNet: Graph-Backed Generative Brick Assembly</h3>
<p>
<b>Peter Kulits</b>, Cordelia Schmid
<br>
<i>CVPR 2026</i>
<br>
<a href="https://kulits.github.io/BrickNet/">[project]</a>
<a href="https://github.com/kulits/BrickNet">[code]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="GenZoo.webp">
<div class="flex-txt">
<h3>Generative Zoo</h3>
<p>
Tomasz Niewiadomski, Anastasios Yiannakidis, Hanz Cuevas-Velasquez, Soubhik Sanyal, Michael J. Black, Silvia Zuffi, <b>Peter Kulits</b>
<br>
<i>ICCV 2025</i>
<br>
<a href="https://genzoo.is.tue.mpg.de/">[project]</a>
<a href="https://github.com/x-tomasz/genzoo">[code]</a>
<a href="https://genzoo-org-genzoo.hf.space/">[demo]</a>
<a href="https://arxiv.org/abs/2412.08101">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="RAW.webp">
<div class="flex-txt">
<h3>Reconstructing Animals <i>and</i> the Wild</h3>
<p>
<b>Peter Kulits</b>, Michael J. Black, Silvia Zuffi
<br>
<i>CVPR 2025</i>
<br>
<a href="https://raw.is.tue.mpg.de/">[project]</a>
<a href="https://github.com/kulits/RAW">[code]</a>
<a href="https://arxiv.org/abs/2411.18807">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="IG-LLM.webp">
<div class="flex-txt">
<h3>Re-Thinking Inverse Graphics With Large Language Models</h3>
<p>
<b>Peter Kulits</b><sup>*</sup>, Haiwen Feng<sup>*</sup>, Weiyang Liu, Victoria Abrevaya, Michael J. Black
<br>
<i>TMLR; ICLR 2025 Journal Track</i>
<br>
<a href="https://openreview.net/forum?id=u0eiu1MTS7">[TMLR]</a>
<a href="https://iclr.cc/virtual/2025/poster/31472">[ICLR]</a>
<a href="https://ig-llm.is.tue.mpg.de">[project]</a>
<a href="https://github.com/kulits/IG-LLM">[code]</a>
<a href="https://arxiv.org/abs/2404.15228">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="TECA.webp">
<div class="flex-txt">
<h3>Text-Guided Generation and Editing of Compositional 3D Avatars</h3>
<p>
Hao Zhang<sup>*</sup>, Yao Feng<sup>*</sup>, <b>Peter Kulits</b>, Yandong Wen, Justus Thies, Michael J. Black
<br>
<i>3DV 2024</i>
<br>
<a href="https://ieeexplore.ieee.org/document/10550740">[paper]</a>
<a href="https://yfeng95.github.io/teca/">[project]</a>
<a href="https://github.com/HaoZhang990127/TECA">[code]</a>
<a href="https://arxiv.org/abs/2309.07125">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="ArtEq.webp" style="height: 150px">
<div class="flex-txt">
<h3>Generalizing Neural Human Fitting to Unseen Poses With Articulated SE(3) Equivariance</h3>
<p>
Haiwen Feng, <b>Peter Kulits</b>, Shichen Liu, Michael J. Black, Victoria Abrevaya
<br>
<i>ICCV 2023</i>
<br>
<a href="https://openaccess.thecvf.com/content/ICCV2023/html/Feng_Generalizing_Neural_Human_Fitting_to_Unseen_Poses_With_Articulated_SE3_ICCV_2023_paper.html">[paper]</a>
<a href="https://arteq.is.tue.mpg.de//">[project]</a>
<a href="https://github.com/HavenFeng/ArtEq">[code]</a>
<a href="https://arxiv.org/abs/2304.10528">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="SGNify.webp">
<div class="flex-txt">
<h3>Reconstructing Signing Avatars From Video Using Linguistic Priors</h3>
<p>
Maria-Paola Forte, <b>Peter J. Kulits</b>, Chun-Hao P. Huang, Vasileios Choutas, Dimitrios Tzionas, Katherine J. Kuchenbecker, Michael J. Black
<br>
<i>CVPR 2023</i>
<br>
<a href="https://openaccess.thecvf.com/content/CVPR2023/html/Forte_Reconstructing_Signing_Avatars_From_Video_Using_Linguistic_Priors_CVPR_2023_paper.html">[paper]</a>
<a href="https://sgnify.is.tue.mpg.de/">[project]</a>
<a href="https://github.com/MPForte/SGNify">[code]</a>
<a href="https://arxiv.org/abs/2304.10482">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="cfc.jpg" height="150px">
<div class="flex-txt">
<h3>The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting</h3>
<p>
Justin Kay, <b>Peter Kulits</b>, Suzanne Stathatos, Siqi Deng, Erik Young, Sara Beery, Grant Van Horn, Pietro Perona
<br>
<i>ECCV 2022</i>
<br>
<a href="https://link.springer.com/chapter/10.1007/978-3-031-20074-8_17">[paper]</a>
<a href="https://github.com/visipedia/caltech-fish-counting/tree/main/CFC">[data]</a>
<a href="https://arxiv.org/abs/2207.09295">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="ElephantBook.webp">
<div class="flex-txt">
<h3>ElephantBook: A Semi-Automated Human-in-the-Loop System for Elephant Re-Identification</h3>
<p>
<b>Peter Kulits</b>, Jake Wall, Anka Bedetti, Michelle Henley, Sara Beery
<br>
<i>ACM SIGCAS Conference on Computing and Sustainable Societies 2021</i>
<br>
<a href="https://dl.acm.org/doi/pdf/10.1145/3460112.3471947">[paper]</a>
<a href="https://youtu.be/BpUIXMXBZxg?t=4280">[talk]</a>
<a href="https://github.com/wildlife-dynamics/ElephantBook">[code]</a>
<a href="https://arxiv.org/abs/2106.15083">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="GyPSUM.webp">
<div class="flex-txt">
<h3>Generalized Unsupervised Clustering of Hyperspectral Images of Geological Targets in the Near Infrared (GyPSUM)</h3>
<p>
Angela F. Gao, Brandon Rasmussen, <b>Peter Kulits</b>, Eva L. Scheller, Rebecca Greenberger, Bethany L. Ehlmann
<br>
<i>PBVS Workshop @ CVPR 2021; ICCP 2021</i>
<br>
<a href="https://openaccess.thecvf.com/content/CVPR2021W/PBVS/html/Gao_Generalized_Unsupervised_Clustering_of_Hyperspectral_Images_of_Geological_Targets_in_CVPRW_2021_paper.html">[paper]</a>
<a href="https://youtu.be/0aZxtPd9rSQ">[talk]</a>
<a href="https://drive.google.com/file/d/10Vs-OXx0Bshq1DUgOYK4B0xWbGs_tuXx/view?usp=sharing">[poster]</a>
<a href="https://arxiv.org/abs/2106.13315">[arXiv]</a>
</p>
</div>
</div>
<div class="project flexbox">
<img class="project-img" src="trout.gif">
<div class="flex-txt">
<h3>Automated Salmonid Counting in Sonar Data</h3>
<p>
<b>Peter Kulits</b>, Angelina Pan, Sara Beery, Erik Young, Pietro Perona, Grant Van Horn
<br>
<i>Tackling Climate Change with Machine Learning Workshop @ NeurIPS 2020</i>
<br>
<a href="https://www.climatechange.ai/papers/neurips2020/54/paper.pdf">[paper]</a>
<a href="https://www.climatechange.ai/papers/neurips2020/54.html#recording">[talk]</a>
</p>
</div>
</div>
</div>
</body>
</html>