CVPR 2025 Open Access Repository

The 12th Workshop on Fine-Grained Visual Categorization

Self-Supervised Pretraining for Fine-Grained Plankton Recognition: Joona Kareinen,

Tuomas Eerola,

Kaisa Kraft,

Lasse Lensu,

Sanna Suikkanen,

Heikki Kälviäinen; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kareinen_2025_CVPR, author = {Kareinen, Joona and Eerola, Tuomas and Kraft, Kaisa and Lensu, Lasse and Suikkanen, Sanna and K\"alvi\"ainen, Heikki}, title = {Self-Supervised Pretraining for Fine-Grained Plankton Recognition}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2131-2141} }
Real-Time Ultra-Fine-Grained Surgical Instrument Classification: Md. Atabuzzaman,

Gino DiMatteo,

Hani Alomari,

Chiawei Tang,

Connor Hale,

Adam E. Goode,

David Ryan King,

Chris Thomas; [pdf] [supp]
[bibtex]
@InProceedings{Atabuzzaman_2025_CVPR, author = {Atabuzzaman, Md. and DiMatteo, Gino and Alomari, Hani and Tang, Chiawei and Hale, Connor and Goode, Adam E. and King, David Ryan and Thomas, Chris}, title = {Real-Time Ultra-Fine-Grained Surgical Instrument Classification}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2079-2088} }
Multi-entity Video Transformers for Fine-Grained Video Representation Learning: Matthew Walmer,

Rose Kanjirathinkal,

Kai Sheng Tai,

Keyur Muzumdar,

Taipeng Tian,

Abhinav Shrivastava; [pdf] [arXiv]
[bibtex]
@InProceedings{Walmer_2025_CVPR, author = {Walmer, Matthew and Kanjirathinkal, Rose and Tai, Kai Sheng and Muzumdar, Keyur and Tian, Taipeng and Shrivastava, Abhinav}, title = {Multi-entity Video Transformers for Fine-Grained Video Representation Learning}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2110-2120} }
A Fine-grained Artist Identification Method for Authentication and Attribution of Drawings using Hatching Lines: Shahrzad Ziaee,

Ahmed Elgammal,

Marian Mazzone; [pdf] [supp]
[bibtex]
@InProceedings{Ziaee_2025_CVPR, author = {Ziaee, Shahrzad and Elgammal, Ahmed and Mazzone, Marian}, title = {A Fine-grained Artist Identification Method for Authentication and Attribution of Drawings using Hatching Lines}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2162-2173} }
Fine-grained Few-Shot Classification with Part Matching: Samuel Black,

Richard Souvenir; [pdf] [supp]
[bibtex]
@InProceedings{Black_2025_CVPR, author = {Black, Samuel and Souvenir, Richard}, title = {Fine-grained Few-Shot Classification with Part Matching}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2057-2067} }
FungiTastic: A Multi-Modal Dataset and Benchmark for Image Categorization: Lukas Picek,

Klara Janouskova,

Vojtech Cermak,

Jiri Matas; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Picek_2025_CVPR, author = {Picek, Lukas and Janouskova, Klara and Cermak, Vojtech and Matas, Jiri}, title = {FungiTastic: A Multi-Modal Dataset and Benchmark for Image Categorization}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2046-2056} }
Predicting butterfly species presence from satellite imagery using soft contrastive regularisation: Thijs Van der Plas,

Stephen Law,

Michael JO Pocock; [pdf] [arXiv]
[bibtex]
@InProceedings{Van_der_Plas_2025_CVPR, author = {Van der Plas, Thijs and Law, Stephen and Pocock, Michael JO}, title = {Predicting butterfly species presence from satellite imagery using soft contrastive regularisation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2174-2183} }
A Visual RAG Pipeline for Few-Shot Fine-Grained Product Classification: Bianca Lamm,

Janis Keuper; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Lamm_2025_CVPR, author = {Lamm, Bianca and Keuper, Janis}, title = {A Visual RAG Pipeline for Few-Shot Fine-Grained Product Classification}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2089-2098} }
WildlifeReID-10k: Wildlife re-identification dataset with 10k individual animals: Lukas Adam,

Vojtech Cermak,

Kostas Papafitsoros,

Lukas Picek; [pdf]
[bibtex]
@InProceedings{Adam_2025_CVPR, author = {Adam, Lukas and Cermak, Vojtech and Papafitsoros, Kostas and Picek, Lukas}, title = {WildlifeReID-10k: Wildlife re-identification dataset with 10k individual animals}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2099-2109} }
Multi-aspect Knowledge Distillation with Large Language Model: Taegyeong Lee,

Jinsik Bang,

Soyeong Kwon,

Taehwan Kim; [pdf] [arXiv]
[bibtex]
@InProceedings{Lee_2025_CVPR, author = {Lee, Taegyeong and Bang, Jinsik and Kwon, Soyeong and Kim, Taehwan}, title = {Multi-aspect Knowledge Distillation with Large Language Model}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2121-2130} }
Combining Vision-Language Models and Weak Supervision for Nuanced Vision Classification Tasks: Seyed Mohamad Ali Tousi,

Jacket Demby's,

Ramy Farag,

Gbenga Omotara,

G. N. DeSouza; [pdf]
[bibtex]
@InProceedings{Tousi_2025_CVPR, author = {Tousi, Seyed Mohamad Ali and Demby's, Jacket and Farag, Ramy and Omotara, Gbenga and DeSouza, G. N.}, title = {Combining Vision-Language Models and Weak Supervision for Nuanced Vision Classification Tasks}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2142-2151} }
CYFLOD: Cyclic Filtering and Loss Damping for Alleviating Noisy Labels in Fine-grained Visual Classification: Nauman Ullah Gilal,

Khaled Al-Thelaya,

Fahad Majeed,

Zhihe Lu,

Sabri Boughorbel,

Jens Schneider,

Marco Agus; [pdf] [supp]
[bibtex]
@InProceedings{Gilal_2025_CVPR, author = {Gilal, Nauman Ullah and Al-Thelaya, Khaled and Majeed, Fahad and Lu, Zhihe and Boughorbel, Sabri and Schneider, Jens and Agus, Marco}, title = {CYFLOD: Cyclic Filtering and Loss Damping for Alleviating Noisy Labels in Fine-grained Visual Classification}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2068-2078} }
Pseudo-labelling meets Label Smoothing for Noisy Partial Label Learning: Darshana Saravanan,

Naresh Manwani,

Vineet Gandhi; [pdf] [arXiv]
[bibtex]
@InProceedings{Saravanan_2025_CVPR, author = {Saravanan, Darshana and Manwani, Naresh and Gandhi, Vineet}, title = {Pseudo-labelling meets Label Smoothing for Noisy Partial Label Learning}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {2152-2161} }