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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="description" content="Sven Kreiss is a Computer Vision Researcher in Switzerland." />
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<title>About - Sven Kreiss</title>
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<div class="cover-img" style="background-image: url('/images/winter_mountains_1600.jpeg');">
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<header class="header">
<h1 class="brand-main"><a href="/">Sven Kreiss</a></h1>
<p class="tagline">Computer vision engineer with physics background.</p>
<p class="links"><a href="/">About</a></p>
<p class="links"><a href="/projects.html">Projects</a></p>
<p class="links"><a href="/blog/">Blog</a></p>
<p class="social">
<a href="https://scholar.google.ch/citations?hl=en&user=SnjnSVEAAAAJ&view_op=list_works&sortby=pubdate">
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<h1 class="content-subhead">About</h1>
<p><img class="img-thumbnail float-right" src="/images/me2022_square_small.jpeg" width="200" title="me" alt="me"></p>
<p>I am a computer vision engineer at Meta's Reality Labs with a background in
particle physics.</p>
<p>During my postdoc at EPFL, my research focused on the perception and prediction
of pedestrians for self-driving
to make autonomous cars behave more like human drivers.
Selected publications:</p>
<ul>
<li><strong>MonoLoco</strong>: <em>Monocular 3D Pedestrian Localization and Uncertainty Estimation</em>.<br />
Bertoni, Kreiss, Alahi. Presented at ICCV2019 in Seoul.<br />
<span style="white-space: nowrap"><a href="http://openaccess.thecvf.com/content_ICCV_2019/html/Bertoni_MonoLoco_Monocular_3D_Pedestrian_Localization_and_Uncertainty_Estimation_ICCV_2019_paper.html"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://github.com/vita-epfl/monoloco"><i class="fa fa-github"></i> code</a></span>
<span style="white-space: nowrap">Follow ups <a href="https://arxiv.org/abs/2008.10913"><i class="fa fa-file"></i> ICRA2021</a></span>
<span style="white-space: nowrap"><a href="https://ieeexplore.ieee.org/iel7/6979/4358928/09406903.pdf"><i class="fa fa-file"></i> ITS 2021</a> (<a href="https://arxiv.org/abs/2009.00984">arXiv</a>)</span>.</li>
<li><strong>PifPaf</strong>: <em>Composite Fields for Human Pose Estimation</em>.<br />
Kreiss, Bertoni, Alahi. Presented at CVPR2019 in Los Angeles.<br />
<span style="white-space: nowrap"><a href="http://openaccess.thecvf.com/content_CVPR_2019/html/Kreiss_PifPaf_Composite_Fields_for_Human_Pose_Estimation_CVPR_2019_paper.html"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://github.com/openpifpaf/openpifpaf"><i class="fa fa-github"></i> code</a></span>
<span style="white-space: nowrap">Follow ups <a href="https://ieeexplore.ieee.org/document/9617128"><i class="fa fa-file"></i> ITS 2021</a> (<a href="https://arxiv.org/abs/2103.02440">arXiv</a>)</span>
<span style="white-space: nowrap"><a href="http://openaccess.thecvf.com/content/ICCV2021/papers/Zauss_Keypoint_Communities_ICCV_2021_paper.pdf"><i class="fa fa-file"></i> ICCV2021</a></span>.</li>
<li><strong>Deep Social Force</strong>.<br />
Kreiss. Funded by the SNSF with a Spark project grant. 2021.<br />
<span style="white-space: nowrap"><a href="https://arxiv.org/abs/2109.12081"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://github.com/svenkreiss/socialforce"><i class="fa fa-github"></i> code</a></span></li>
<li><strong>Crowd-Robot Interaction</strong>: <em>Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning</em>.<br />
Chen, Liu, Kreiss, Alahi. Presented at ICRA2019 in Montreal.<br />
<span style="white-space: nowrap"><a href="https://doi.org/10.1109/ICRA.2019.8794134"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://github.com/vita-epfl/crowdnav"><i class="fa fa-github"></i> code</a></span></li>
</ul>
<!-- As the PI for an SNSF Spark Grant, I was investigating new ideas for the Social Force model
(presented at STRC2019 and hEART2019) and
human path prediction in the context of autonomous vehicles. -->
<p>Before my postdoc, I was the Senior Data Scientist at
<a href="https://www.sidewalklabs.com">Sidewalk Labs (Alphabet)</a> in New York City
where I focused on machine learning for urban environments. My background is in particle physics
where I hold a PhD from NYU and where I worked with
<a href="http://theoryandpractice.org/">Kyle Cranmer</a> on physics and statistical
analyses for ATLAS at CERN. I was on the core team that
discovered the Higgs boson and the
<a href="/blog/chasing-the-higgs-nyt/">first person to see the 5σ threshold crossed</a>. Selected publications:</p>
<ul>
<li><strong>Higgs Discovery</strong>: <em>Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC</em>.<br />
The ATLAS collaboration. Physics Letters B 716 (1), 2012, 1-29.<br />
<span style="white-space: nowrap"><a href="https://doi.org/10.1016/j.physletb.2012.08.020"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://science.sciencemag.org/content/338/6114/1524"><i class="fa fa-file"></i> <em>Science</em> Breakthrough of the Year</a></span>
<span style="white-space: nowrap"><a href="/blog/phd-thesis/"><i class="fa fa-book"></i> my PhD thesis</a></span><br />
<span style="white-space: nowrap"><a href="/blog/chasing-the-higgs-nyt/"><i class="fa fa-newspaper-o"></i> <em>New York Times</em></a></span>
<span style="white-space: nowrap"><a href="/blog/nobel-prize-party-new-yorker/"><i class="fa fa-newspaper-o"></i> <em>New Yorker</em></a></span></li>
<li><strong>The RooStats Project</strong>: The standard High Energy Physics statistics package.<br />
Moneta, Belasco, Cranmer, Kreiss, Lazzaro, Piparo, Schott, Verkerke, Wolf.<br />
PoS ACAT2010 057, 2010.<br />
<span style="white-space: nowrap"><a href="https://arxiv.org/abs/1009.1003"><i class="fa fa-file"></i> paper</a></span>
<span style="white-space: nowrap"><a href="https://twiki.cern.ch/twiki/bin/view/RooStats/WebHome"><i class="fa fa-github"></i> web</a></span></li>
</ul>
<p>Me elsewhere:
<span style="white-space: nowrap"><a href="https://scholar.google.ch/citations?hl=en&user=SnjnSVEAAAAJ&view_op=list_works&sortby=pubdate"><i class="fa fa-graduation-cap"></i> Google Scholar</a></span>
<span style="white-space: nowrap"><a href="https://github.com/svenkreiss/"><i class="fa fa-github"></i> GitHub</a></span>
<span style="white-space: nowrap"><a href="https://twitter.com/svenkreiss"><i class="fa fa-twitter"></i> Twitter</a></span>
<span style="white-space: nowrap"><a href="https://www.linkedin.com/in/svenkreiss/"><i class="fa fa-linkedin-square"></i> LinkedIn</a></span>
<br /></p>
<!-- More: [projects](/projects.html)[blog](/blog/), [curriculum vitae](/files/cv.pdf) <br /> -->
<p>Email: <a href="mailto:me@svenkreiss.com">me@svenkreiss.com</a></p>
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