Workshop on Pixel-level understanding with Vision Foundation Models


Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation
Gabriele Rosi,
Fabio Cermelli
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Rosi_2025_CVPR, author = {Rosi, Gabriele and Cermelli, Fabio}, title = {Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4153-4163} }

Prompt-Guided Attention Head Selection for Focus-Oriented Image Retrieval
Yuji Nozawa,
Yu-Chieh Lin,
Kazumoto Nakamura,
Youyang Ng
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Nozawa_2025_CVPR, author = {Nozawa, Yuji and Lin, Yu-Chieh and Nakamura, Kazumoto and Ng, Youyang}, title = {Prompt-Guided Attention Head Selection for Focus-Oriented Image Retrieval}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4131-4141} }

Hierarchical Semantic Segmentation with Autoregressive Language Modeling
Josh Myers-Dean,
Brian Price,
Yifei Fan,
Danna Gurari
[pdf] [supp]
[bibtex]
@InProceedings{Myers-Dean_2025_CVPR, author = {Myers-Dean, Josh and Price, Brian and Fan, Yifei and Gurari, Danna}, title = {Hierarchical Semantic Segmentation with Autoregressive Language Modeling}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4120-4130} }

ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements
M. Arda Aydın,
Efe Mert Çırpar,
Elvin Abdinli,
Gozde Unal,
Yusuf H. Sahin
[pdf] [supp]
[bibtex]
@InProceedings{Aydin_2025_CVPR, author = {Ayd{\i}n, M. Arda and \c{C}{\i}rpar, Efe Mert and Abdinli, Elvin and Unal, Gozde and Sahin, Yusuf H.}, title = {ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4142-4152} }