FGVC Workshop

@fgvcworkshop.bsky.social

13th Workshop on Fine-Grained Visual Categorization (FGVC) - CVPR 2026 Workshop Details: 📅 June 3 🕙 9 AM - 5:45 PM 📍 Room 504 Learn More: https://sites.google.com/view/fgvc13

How do we find rare, subtle categories in imbalanced data? This accepted paper by Kawtar Zaher, et al. introduces PF-MA: an active learning strategy that prioritizes likely positives near the decision boundary to boost retrieval and classifier performance. Check it out at the FGVC workshop! #CVPR

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Can masked autoencoders scale when data is limited? Check out this accepted work from @wuaoliu.bsky.social et al. on fine-grained bioacoustic recognition. Testing on iNatSounds (5,500+ species), they find pretraining scale and diversity matter more than domain-specific curation or reconstruction.

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We are jointly hosting the FathomNet challenge at CVPR this year! If you're interested in solving problems at the frontier of Positive-Unlabeled learning in Marine environments, dive in! 🏊‍♀️ 🦑 32 marine classes (from squat lobsters to benthic worm) 📉 6.4k training images (incomplete labels) #CVPR

FathomNet@fathomnet.bsky.social · 6mo ago

Are you ready for a challenge? For this year’s FathomNet Kaggle Competition, we’re tackling one of the biggest challenges in computer vision for marine imagery: incomplete labels. Dive in today: www.kaggle.com/competitions... 🤖🌊🧪🐙

We are not missing out! FGVC12 is excited to support "FOMO25: Foundation Model Challenge for Brain MRI". This MICCAI25 challenge is still running and there is still time to participate! Submission deadline: August 20, 2025 Join here: fomo25.github.io Check out the thread below👇

FOMO 2025 - Foundation Model Challenge for Brain MRI

fomo25.github.io

FOMO25: Foundation Model Challenge for Brain MRI@fomochallenge.bsky.social · last yr.

FOMO25 accepted at #MICCAI2025! 🚀 Excited to announce the first challenge at MICCAI focusing on the development of self-supervised pretraining of foundation models for brain MRI! 🧠 With access to a large-scale dataset, codebase, cash prices and multiple tracks. Read more ⬇️

Congratulations to the winners of the FGVC12 Best Paper Awards. 🎉 The best 4-page paper goes to Yiwen Liu et al. and the best 8-page paper to Darshana Saravanan et al.. We thank all authors for their contributions and especially our reviewers for their great support!!

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