2nd Workshop on the Challenge Of Out Of Label Hazards In Autonomous Driving


LaViPlan : Language-Guided Visual Path Planning with RLVR
Hayeon Oh
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Oh_2025_ICCV, author = {Oh, Hayeon}, title = {LaViPlan : Language-Guided Visual Path Planning with RLVR}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {863-872} }

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection
Marc Hölle,
Walter Kellermann,
Vasileios Belagiannis
[pdf]
[bibtex]
@InProceedings{Holle_2025_ICCV, author = {H\"olle, Marc and Kellermann, Walter and Belagiannis, Vasileios}, title = {Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {772-782} }

Adapt, But Don't Forget: Fine-Tuning and Contrastive Routing for Lane Detection under Distribution Shift
Mohammed Abdul Hafeez Khan,
Parth Ganeriwala,
Sarah M. Lehman,
Siddhartha Bhattacharyya,
Amy Alvarez,
Natasha Neogi
[pdf] [supp]
[bibtex]
@InProceedings{Khan_2025_ICCV, author = {Khan, Mohammed Abdul Hafeez and Ganeriwala, Parth and Lehman, Sarah M. and Bhattacharyya, Siddhartha and Alvarez, Amy and Neogi, Natasha}, title = {Adapt, But Don't Forget: Fine-Tuning and Contrastive Routing for Lane Detection under Distribution Shift}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {783-793} }

Towards Vision Zero: The TUM Traffic Accid3nD Dataset
Walter Zimmer,
Ross Greer,
Xingcheng Zhou,
Rui Song,
Hu Cao,
Daniel Lehmberg,
Marc Pavel,
Ahmed Alaaeldin Ghita,
Akshay Gopalkrishnan,
Holger Caesar,
Mohan Trivedi,
Alois Knoll
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Zimmer_2025_ICCV, author = {Zimmer, Walter and Greer, Ross and Zhou, Xingcheng and Song, Rui and Cao, Hu and Lehmberg, Daniel and Pavel, Marc and Ghita, Ahmed Alaaeldin and Gopalkrishnan, Akshay and Caesar, Holger and Trivedi, Mohan and Knoll, Alois}, title = {Towards Vision Zero: The TUM Traffic Accid3nD Dataset}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {841-851} }

VRU-Accident: A Vision-Language Benchmark for Video Question Answering and Dense Captioning for Accident Scene Understanding
Younggun Kim,
Ahmed S. Abdelrahman,
Mohamed Abdel-Aty
[pdf] [supp]
[bibtex]
@InProceedings{Kim_2025_ICCV, author = {Kim, Younggun and Abdelrahman, Ahmed S. and Abdel-Aty, Mohamed}, title = {VRU-Accident: A Vision-Language Benchmark for Video Question Answering and Dense Captioning for Accident Scene Understanding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {761-771} }

Interpretable Decision-Making for End-to-End Autonomous Driving
Mona Mirzaie,
Bodo Rosenhahn
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Mirzaie_2025_ICCV, author = {Mirzaie, Mona and Rosenhahn, Bodo}, title = {Interpretable Decision-Making for End-to-End Autonomous Driving}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {794-804} }

Fourier Domain Adaptation for Traffic Light Detection in Adverse Weather
Ishaan Gakhar,
Aryaman Gupta,
Aryesh Guha,
Amit Agarwal,
Ujjwal Verma
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Gakhar_2025_ICCV, author = {Gakhar, Ishaan and Gupta, Aryaman and Guha, Aryesh and Agarwal, Amit and Verma, Ujjwal}, title = {Fourier Domain Adaptation for Traffic Light Detection in Adverse Weather}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {805-814} }

SADWA: Fine-Grained Weather Awareness with Vision-Language Models for Seamless Autonomous Driving in Real Time
Jinwoo Kim,
Hayeon O,
Youngmin Oh,
Kyounghwan An,
Donghwan Lee
[pdf]
[bibtex]
@InProceedings{Kim_2025_ICCV, author = {Kim, Jinwoo and O, Hayeon and Oh, Youngmin and An, Kyounghwan and Lee, Donghwan}, title = {SADWA: Fine-Grained Weather Awareness with Vision-Language Models for Seamless Autonomous Driving in Real Time}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {821-830} }

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving
Mihir Godbole,
Xiangbo Gao,
Zhengzhong Tu
[pdf]
[bibtex]
@InProceedings{Godbole_2025_ICCV, author = {Godbole, Mihir and Gao, Xiangbo and Tu, Zhengzhong}, title = {DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {815-820} }

FlareGS: 4D Flare Removal using Gaussian Splatting for Urban Scenes
Mayank Chandak,
Sai Sri Teja Kuppa,
Rahul,
Gopi Raju Matta,
Vinayak Gupta,
Kaushik Mitra
[pdf] [supp]
[bibtex]
@InProceedings{Chandak_2025_ICCV, author = {Chandak, Mayank and Kuppa, Sai Sri Teja and Rahul and Matta, Gopi Raju and Gupta, Vinayak and Mitra, Kaushik}, title = {FlareGS: 4D Flare Removal using Gaussian Splatting for Urban Scenes}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {831-840} }

2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving
Ali K. AlShami,
Ryan Rabinowitz,
Maged Shoman,
Jianwu Fang,
Lukas Picek,
Shao-Yuan Lo,
Steve Cruz,
Khang Nhut Lam,
Nachiket Kamod,
Lei-Lei Li,
Jugal Kalita,
Terrance E. Boult
[pdf] [arXiv]
[bibtex]
@InProceedings{AlShami_2025_ICCV, author = {AlShami, Ali K. and Rabinowitz, Ryan and Shoman, Maged and Fang, Jianwu and Picek, Lukas and Lo, Shao-Yuan and Cruz, Steve and Lam, Khang Nhut and Kamod, Nachiket and Li, Lei-Lei and Kalita, Jugal and Boult, Terrance E.}, title = {2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {753-760} }

Simplifying Traffic Anomaly Detection with Video Foundation Models
Svetlana Orlova,
Tommie Kerssies,
Brunó B. Englert,
Gijs Dubbelman
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Orlova_2025_ICCV, author = {Orlova, Svetlana and Kerssies, Tommie and Englert, Brun\'o B. and Dubbelman, Gijs}, title = {Simplifying Traffic Anomaly Detection with Video Foundation Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {852-862} }