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<div class="WordSection1">
<p class="MsoNormal"><b><span lang="EN-US">7th Workshop on Real-World Surveillance: Applications and Challenges (RWS)</span></b><span lang="EN-US"><br>
in conjunction with the<br>
IEEE/CVF Winter Conference on Applications of Computer Vision (<b>WACV 2027</b>) (<a href="https://wacv.thecvf.com/)">https://wacv.thecvf.com/)</a><br>
January 4 or 5, 2027 — Disney Springs, Buena Vista, Florida<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US">WORKSHOP WEBSITE</span></b><span lang="EN-US"><br>
<a href="https://vap.aau.dk/rws/">https://vap.aau.dk/rws/</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US">CALL FOR PAPERS</span></b><span lang="EN-US"><br>
Computer vision models trained on public datasets often exhibit performance drift when deployed in real-world surveillance, diverging from their reported test-set results. This workshop invites papers presenting experimental results from any real-world surveillance
or asset-protection application (e.g.,guarding buildings and critical infrastructure), the challenges encountered, and strategies for mitigation on topics including, but not limited to:<o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="mso-list:l4 level1 lfo7">Object detection<o:p></o:p></li><li class="MsoNormal" style="mso-list:l4 level1 lfo7">Tracking<o:p></o:p></li><li class="MsoNormal" style="mso-list:l4 level1 lfo7">Action recognition<o:p></o:p></li><li class="MsoNormal" style="mso-list:l4 level1 lfo7">Scene understanding<o:p></o:p></li><li class="MsoNormal" style="mso-list:l4 level1 lfo7">Super-resolution<o:p></o:p></li><li class="MsoNormal" style="mso-list:l4 level1 lfo7">Multi-modal surveillance<o:p></o:p></li></ul>
<p class="MsoNormal"><span lang="EN-US">Furthermore, the workshop has a special attention to legal and ethical issues of computer vision applications in real-world scenarios. We therefore also welcome papers describing their methodology and experimental results
on legal matters (like GDPR, AI Act, and US Executive Order on AI) or ethical concerns (like detecting bias towards gender, race, or other characteristics and mitigating strategies). We particularly encourage submissions addressing safety, reliability, and
regulatory compliance for critical infrastructure protection, as well as privacy-preserving approaches in high-security environments.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b>IMPORTANT DATES</b><o:p></o:p></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="mso-list:l2 level1 lfo5"><b><span lang="EN-US">Workshop Paper Submission Deadline:</span></b><span lang="EN-US"> October 16, 2026 (11:59 PM, AoE)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l2 level1 lfo5"><b><span lang="EN-US">Challenge Track Paper Submission:</span></b><span lang="EN-US"> October 23, 2026 (11:59 PM, AoE)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l2 level1 lfo5"><b><span lang="EN-US">Decision notification:</span></b><span lang="EN-US"> October 30, 2026 </span><o:p></o:p></li><li class="MsoNormal" style="mso-list:l2 level1 lfo5"><b><span lang="EN-US">Camera-ready:</span></b><span lang="EN-US"> November 17, 2026<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l2 level1 lfo5"><b><span lang="EN-US">Workshop Date:</span></b><span lang="EN-US"> January 4 or 5, 2027
<br>
<br>
<b><o:p></o:p></b></span></li></ul>
<p class="MsoNormal"><b><span lang="EN-US">SUBMISSION</span></b><span lang="EN-US"><br>
Submitted papers are handled via OpenReview accessible </span><a href="https://openreview.net/group?id=thecvf.com/WACV/2027/Workshop/RWS" target="_blank"><span lang="EN-US">here</span></a><span lang="EN-US">.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Paper template and guidelines for the workshop are similar to those of WACV and can be found </span><a href="https://media.eventhosts.cc/Conferences/WACV2026/wacv-2026-author-kit-template.zip" target="_blank"><span lang="EN-US">here</span></a><span lang="EN-US">.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Accepted papers will be included in WACV Workshop proceedings and will be published by the CVF / IEEE.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US">UPAR Challenge 2027: Attributes, Retrieval, and Pose Estimation</span></b><span lang="EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">RWS introduces a new edition of the UPAR Challenge, extending the previous editions on Pedestrian Attribute Recognition (PAR) and Attribute-Based Person Retrieval (ABPR) towards unified pedestrian understanding. The challenge
builds upon the UPAR benchmark by incorporating Human Pose Estimation (HPE), enabling evaluation of pedestrian appearance and body structure understanding across diverse surveillance domains. The challenge consists of three tracks.<br>
The first track continues PAR under challenging domain shifts, while the second extends ABPR to cross-dataset pedestrian retrieval.<br>
The third track introduces surveillance-oriented HPE, evaluating keypoint localization under variations in viewpoint, resolution, illumination, and occlusion using the UPAR-Pose benchmark. A development phase for method validation and a test phase with submission
limits to avoid overfitting<br>
are included. </span>Baseline methods for all tracks will be provided.<o:p></o:p></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><b>ORGANIZING TEAM</b><o:p></o:p></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="mso-list:l6 level1 lfo6">Mickael Cormier (Fraunhofer IOSB, Germany)<o:p></o:p></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6">Andreas Specker (Fraunhofer IOSB, Germany)<o:p></o:p></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Chen Chen (University of Central Florida, USA)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Sergio Escalera (Universitat de Barcelona / Computer Vision Center, Spain)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Radu Ionescu (University of Bucharest, Romania)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Fahad Khan (Mohamed bin Zayed University of AI, UAE / Linköping University, Sweden)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6">Kamal Nasrollahi (Aalborg University / Milestone Systems, Denmark)<o:p></o:p></li></ul>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><b>ADVISORY COMMITTEE</b><o:p></o:p></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="mso-list:l6 level1 lfo6">Thomas Moeslund (Aalborg University, Denmark)<o:p></o:p></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6">Anthony Hoogs (Kitware Inc, USA)<o:p></o:p></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Shmuel Peleg (Hebrew University of Jerusalem, Israel)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l6 level1 lfo6"><span lang="EN-US">Mubarak Shah (University of Central Florida, USA)<o:p></o:p></span></li></ul>
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