The 6th Workshop on Fair, Data-Efficient, and Trusted Computer Vision


Coordinated Robustness Evaluation Framework for Vision-Language Models
Ashwin Ramesh Babu,
Sajad Mousavi,
Vineet Gundecha,
Sahand Ghorbanpour,
Avisek Naug,
Antonio Guillen,
Ricardo Luna,
Soumyendu Sarkar
[pdf]
[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 = {Coordinated Robustness Evaluation Framework for Vision-Language Models}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {712-720} }

Balancing Privacy and Action Performance: A Penalty-Driven Approach to Image Anonymization
Nazia Aslam,
Kamal Nasrollahi
[pdf] [supp]
[bibtex]
@InProceedings{Aslam_2025_CVPR, author = {Aslam, Nazia and Nasrollahi, Kamal}, title = {Balancing Privacy and Action Performance: A Penalty-Driven Approach to Image Anonymization}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {729-738} }

A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning
Akash Kumar,
Ashlesha Kumar,
Vibhav Vineet,
Yogesh S Rawat
[pdf] [supp]
[bibtex]
@InProceedings{Kumar_2025_CVPR, author = {Kumar, Akash and Kumar, Ashlesha and Vineet, Vibhav and Rawat, Yogesh S}, title = {A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {670-681} }

EigenLoRAx: Recycling Adapters to Find Principal Subspaces for Resource-Efficient Adaptation and Inference
Prakhar Kaushik,
Ankit Vaidya,
Shravan Chaudhari,
Alan Yuille
[pdf] [supp]
[bibtex]
@InProceedings{Kaushik_2025_CVPR, author = {Kaushik, Prakhar and Vaidya, Ankit and Chaudhari, Shravan and Yuille, Alan}, title = {EigenLoRAx: Recycling Adapters to Find Principal Subspaces for Resource-Efficient Adaptation and Inference}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {649-659} }

Bridging Detection and Re-identification: Evaluating Trustworthiness and Error Propagation in Face Recognition Pipelines
Kuan Yew Leong,
Jaeseung Han
[pdf]
[bibtex]
@InProceedings{Leong_2025_CVPR, author = {Leong, Kuan Yew and Han, Jaeseung}, title = {Bridging Detection and Re-identification: Evaluating Trustworthiness and Error Propagation in Face Recognition Pipelines}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {639-648} }

Is Temporal Prompting All We Need For Limited Labeled Action Recognition?
Shreyank Gowda,
Boyan Gao,
Xiao Gu,
Xiabo Jin
[pdf] [supp]
[bibtex]
@InProceedings{Gowda_2025_CVPR, author = {Gowda, Shreyank and Gao, Boyan and Gu, Xiao and Jin, Xiabo}, title = {Is Temporal Prompting All We Need For Limited Labeled Action Recognition?}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {682-692} }

Intriguing Properties of Robust Classification
Bernd Prach,
Christoph H. Lampert
[pdf] [supp]
[bibtex]
@InProceedings{Prach_2025_CVPR, author = {Prach, Bernd and Lampert, Christoph H.}, title = {Intriguing Properties of Robust Classification}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {660-669} }

Classification Drives Geographic Bias in Street Scene Segmentation
Rahul Nair,
Bhanu Tokas,
Gabriel Tseng,
Esther Rolf,
Hannah Kerner
[pdf] [supp]
[bibtex]
@InProceedings{Nair_2025_CVPR, author = {Nair, Rahul and Tokas, Bhanu and Tseng, Gabriel and Rolf, Esther and Kerner, Hannah}, title = {Classification Drives Geographic Bias in Street Scene Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {629-638} }

ProtoPatchNet: An Interpretable Patch-Based Prototypical Network
Mohana Singh,
Vivek B S,
Jayavardhana Gubbi,
R. Venkatesh Babu
[pdf]
[bibtex]
@InProceedings{Singh_2025_CVPR, author = {Singh, Mohana and S, Vivek B and Gubbi, Jayavardhana and Babu, R. Venkatesh}, title = {ProtoPatchNet: An Interpretable Patch-Based Prototypical Network}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {721-728} }

Defending Against Transfer-Based Adversarial Attacks Using SVD-Driven Feature Evolution
Xinlei Liu,
Tao Hu,
Peng Yi,
Qingtao Pan,
Hailong Ma,
Yiming Jiang,
Baolin Li
[pdf]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Xinlei and Hu, Tao and Yi, Peng and Pan, Qingtao and Ma, Hailong and Jiang, Yiming and Li, Baolin}, title = {Defending Against Transfer-Based Adversarial Attacks Using SVD-Driven Feature Evolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {703-711} }

Towards Trustworthy Autonomous Vehicles with Vision-Language Models Under Targeted and Untargeted Adversarial Attacks
Awal Ahmed Fime,
Md Zarif Hossain,
Saika Zaman,
Abdur R Shahid,
Ahmed Imteaj
[pdf]
[bibtex]
@InProceedings{Fime_2025_CVPR, author = {Fime, Awal Ahmed and Hossain, Md Zarif and Zaman, Saika and Shahid, Abdur R and Imteaj, Ahmed}, title = {Towards Trustworthy Autonomous Vehicles with Vision-Language Models Under Targeted and Untargeted Adversarial Attacks}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {619-628} }

Optimising Vision Transformer Performance on Limited Datasets: A Multi-Gradient Approach
Mohsin Ali,
Haider Raza,
John Q. Gan,
Muhammad Haris
[pdf] [supp]
[bibtex]
@InProceedings{Ali_2025_CVPR, author = {Ali, Mohsin and Raza, Haider and Gan, John Q. and Haris, Muhammad}, title = {Optimising Vision Transformer Performance on Limited Datasets: A Multi-Gradient Approach}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {693-702} }