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<b><span lang="EN-US">6th Workshop on Real-World Surveillance: Applications and Challenges (RWS)
<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">in conjunction with the <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2026 (<a href="https://wacv.thecvf.com/">https://wacv.thecvf.com/</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">WORKSHOP WEBSITE <o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US"><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<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">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:l0 level1 lfo2">Object detection<o:p></o:p></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2">Tracking<o:p></o:p></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2">Action recognition<o:p></o:p></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2">Scene understanding<o:p></o:p></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2">Super-resolution<o:p></o:p></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2">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><span lang="EN-US">IMPORTANT DATES<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Paper submission: December 7, 2025 (11:59 PM, AoE)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Paper submission for challenge participants:
<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-left:70.8pt;text-indent:35.4pt"><span lang="EN-US">December 14, 2025 (11:59 PM, AoE)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Decision notification: December 23, 2025<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Camera-ready: January 9, 2026 (11:59 PM, PT)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Workshop date: March 6 or 7, 2026<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">SUBMISSION<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Submitted papers are handled via OpenReview accessible </span><a href="https://openreview.net/group?id=thecvf.com/WACV/2026/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">CHALLENGE: Robust Thermal-Image Object Detection<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Ready to stress-test your detector in the wild? The 6th RWS workshop introduce a new challenge on Robust Thermal-Image Object Detection to advance multi-object detection performance under long-term thermal drift.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Real-world thermal imaging is messy: sensors re-calibrate, ambient temperatures swing, and weather keeps changing, slowly eroding detector performance. The RWS Robust Thermal-Image Object Detection Challenge puts this
problem front using the </span><a href="https://huggingface.co/datasets/vapaau/LTDv2"><span lang="EN-US">LTDv2</span></a><span lang="EN-US">, a large-scale dataset purpose-built for bechmarking long-term robustness wtih 1 million frames from video over 8 months, 6.8+
million annotated boxes, and rich weather metadata.<br>
<br>
Your mission: build object detectors that don’t just perform well on a sunny day, but stay consistent across seasons, weather patterns, and day–night cycles. We’ll score submissions on overall mAP and temporal consistency to reward models that are both accurate
and stable over time. The challenge features a development phase for method iteration and a final test phase for the leaderboard. A starter kit with dataloaders and YOLOv8 baselines are available to get you up and running quickly. Now it’s your turn to beat
them.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">The CodaBench Robust Thermal-Image Object Detection Challenge Platform can be found here: </span><a href="https://www.codabench.org/competitions/10954/"><span lang="EN-US">https://www.codabench.org/competitions/10954/</span></a><span lang="EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US"><o:p> </o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Challenge Schedule:<o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">October 17th AoE: Start of competition and Development Phase<o:p></o:p></span></li><li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">December 1st AoE: Start of Testing Phase and end of Development Phase<o:p></o:p></span></li><li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">December 7th AoE: End of competition<o:p></o:p></span></li><li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">December 14th AoE: Paper submission deadline (Challenge Participants only)<o:p></o:p></span></li><li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">December 23rd AoE: Decision notification and announcement of challenge winner<o:p></o:p></span></li><li class="MsoListParagraph" style="margin-left:0cm;mso-list:l2 level1 lfo3"><span lang="EN-US">January 9th 11:59 PM, PT: Camera-ready deadline<o:p></o:p></span></li></ul>
<p class="MsoListParagraph"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">This challenge is organized by Anders S. Johansen (Aalborg University, Denmark), Andreas Aakerberg, and Kamal Nasrollahi (Aalborg University, and Milestone Systems, Denmark), together with Marco Parola and Mario G.C.A.
Cimino (University of Pisa, Italy). <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">The challenge is hosted on CodaBench, and opens October 17th, 2025. The LTDv2 dataset used in the challenge can be downloaded here.<o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US"><o:p> </o:p></span></b></p>
<p class="MsoNormal"><b><span lang="EN-US">ORGANIZERS<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Andreas Specker<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Fraunhofer Institute of Optronics, System Technologies and<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Image Exploitation IOSB, Karlsruhe, Germany<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:andreas.specker@iosb.fraunhofer.de">
andreas.specker@iosb.fraunhofer.de</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mickael Cormier<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Karlsruhe Institute of Technology and Fraunhofer Institute for Optronics, System Technologies and Image Exploitation IOSB, Karlsruhe, Germany<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:mickael.cormier@iosb.fraunhofer.de">
mickael.cormier@iosb.fraunhofer.de</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Sergio Escalera Guerrero<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Universitat de Barcelona, Spain<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Computer Vision Center, Spain<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Aalborg University, Denmark<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:sescalera@cvc.uab.cat">
sescalera@cvc.uab.cat</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Radu Ionescu<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">University of Bucharest, Romania<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:raducu.ionescu@gmail.com">
raducu.ionescu@gmail.com</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Fahad Shahbaz Khan<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Linköping University,Sweden<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:fahad.khan@liu.se">
fahad.khan@liu.se</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Kamal Nasrollahi,<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Aalborg University, Denmark<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Milestones Systems, Denmark<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:kn@create.aau.dk">kn@create.aau.dk</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">ADVISORY COMMITTEE<o:p></o:p></span></b></p>
<p class="MsoNormal"><span lang="EN-US">Thomas Moeslund<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Aalborg University, Denmark<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:tbm@create.aau.dk">
tbm@create.aau.dk</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Anthony Hoogs<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Kitware Inc, USA<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:anthony.hoogs@kitware.com">
anthony.hoogs@kitware.com</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Shmuel Peleg<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Hebrew University of Jerusalem, Israel<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:peleg@mail.huji.ac.il">
peleg@mail.huji.ac.il</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mubarak Shah<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">University of Central Florida, USA<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Mail: <a href="mailto:shah@crcv.ucf.edu">
shah@crcv.ucf.edu</a><o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
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