7th Safe Artificial Intelligence for All Domains


Robustness Evaluation for Video Models with Reinforcement Learning
Ashwin Ramesh Babu,
Sajad Mousavi,
Vineet Gundecha,
Sahand Ghorbanpour,
Avisek Naug,
Antonio Guillen,
Ricardo Luna,
Soumyendu Sarkar
[pdf] [arXiv]
[bibtex]
@InProceedings{Babu_2025_CVPR, author = {Babu, Ashwin Ramesh and Mousavi, Sajad and Gundecha, Vineet and Ghorbanpour, Sahand and Naug, Avisek and Guillen, Antonio and Luna, Ricardo and Sarkar, Soumyendu}, title = {Robustness Evaluation for Video Models with Reinforcement Learning}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4371-4379} }

Improving Weather-based OOD Generalisation in Lidar-based Object Detection Models via Adversarial Training
Ben Batten,
Alessio Lomuscio
[pdf]
[bibtex]
@InProceedings{Batten_2025_CVPR, author = {Batten, Ben and Lomuscio, Alessio}, title = {Improving Weather-based OOD Generalisation in Lidar-based Object Detection Models via Adversarial Training}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4330-4338} }

Universal Shape of Strong Remote Adversarial Patches for Object Detection with Convolutional Neural Networks
Kento Oonishi,
Tsunato Nakai
[pdf] [supp]
[bibtex]
@InProceedings{Oonishi_2025_CVPR, author = {Oonishi, Kento and Nakai, Tsunato}, title = {Universal Shape of Strong Remote Adversarial Patches for Object Detection with Convolutional Neural Networks}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4339-4349} }

Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art
Youssef Shoeb,
Azarm Nowzad,
Hanno Gottschalk
[pdf] [arXiv]
[bibtex]
@InProceedings{Shoeb_2025_CVPR, author = {Shoeb, Youssef and Nowzad, Azarm and Gottschalk, Hanno}, title = {Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4319-4329} }

CTC: Contribution to Classification of Complex Features
Sophia Kalanovska,
Michael Luck,
Christopher Hampson
[pdf]
[bibtex]
@InProceedings{Kalanovska_2025_CVPR, author = {Kalanovska, Sophia and Luck, Michael and Hampson, Christopher}, title = {CTC: Contribution to Classification of Complex Features}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4361-4370} }

How Much Noise is there in Labels Generated by Humans? A Method to Validate Automatically Generated Bounding Boxes.
Mariusz Nowak,
Jacek Cyranka,
Natalia Maslany,
Aleksander Kostuch,
Jakub Derbisz,
Mateusz Komorkiewicz,
Patryk Siwek,
Mateusz Wójcik,
Dariusz Marchewka,
Paweł Skruch
[pdf] [supp]
[bibtex]
@InProceedings{Nowak_2025_CVPR, author = {Nowak, Mariusz and Cyranka, Jacek and Maslany, Natalia and Kostuch, Aleksander and Derbisz, Jakub and Komorkiewicz, Mateusz and Siwek, Patryk and W\'ojcik, Mateusz and Marchewka, Dariusz and Skruch, Pawe{\l}}, title = {How Much Noise is there in Labels Generated by Humans? A Method to Validate Automatically Generated Bounding Boxes.}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4380-4389} }

Uncertainty Aware Training to Improve Uncertainty Active Learning for Semantic Segmentation
Moritz Thoma,
Tobias Preintner,
Emad Aghajanzadeh,
Shambhavi Balamuthu Sampath,
Pierpaolo Mori,
Nael Fasfous,
Manoj-Rohit Vemparala,
Alexander Frickenstein,
Daniel Mueller-Gritschneder,
Ulf Schlichtmann
[pdf] [supp]
[bibtex]
@InProceedings{Thoma_2025_CVPR, author = {Thoma, Moritz and Preintner, Tobias and Aghajanzadeh, Emad and Sampath, Shambhavi Balamuthu and Mori, Pierpaolo and Fasfous, Nael and Vemparala, Manoj-Rohit and Frickenstein, Alexander and Mueller-Gritschneder, Daniel and Schlichtmann, Ulf}, title = {Uncertainty Aware Training to Improve Uncertainty Active Learning for Semantic Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4410-4420} }

Traffic Sign Recognition Under Visual Perturbations: Shadows, Light Patches, and Simulated Obstructions
Muneeb A. Khan,
Yujin Choi,
Jiho Eum,
Heemin Park
[pdf]
[bibtex]
@InProceedings{Khan_2025_CVPR, author = {Khan, Muneeb A. and Choi, Yujin and Eum, Jiho and Park, Heemin}, title = {Traffic Sign Recognition Under Visual Perturbations: Shadows, Light Patches, and Simulated Obstructions}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4390-4399} }

Out-of-Distribution Detection with Adversarial Outlier Exposure
Thomas Botschen,
Konstantin Kirchheim,
Frank Ortmeier
[pdf]
[bibtex]
@InProceedings{Botschen_2025_CVPR, author = {Botschen, Thomas and Kirchheim, Konstantin and Ortmeier, Frank}, title = {Out-of-Distribution Detection with Adversarial Outlier Exposure}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4400-4409} }

Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations
Tharun Anand,
Siva Sankar,
Pravin Nair
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Anand_2025_CVPR, author = {Anand, Tharun and Sankar, Siva and Nair, Pravin}, title = {Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4350-4360} }