Workshop
FGVC10: 10th Workshop on Fine-grained Visual Categorization
Nico Lang · Elijah Cole · Sara Beery · Serge Belongie · Oisin Mac Aodha · Subhransu Maji · Jong-Chyi Su · Kimberly Wilber · Srishti Yadav · Omiros Pantazis · Lukas Picek · Grant Van Horn · Suzanne Stathatos
West 210
Sun 18 Jun, 8:45 a.m. PDT
Keywords: Learning
Fine-grained categorization, the precise differentiation between similar plant or animal species, disease of the retina, architectural styles, etc., is an extremely challenging problem, pushing the limits of both human and machine ability. In these domains expert knowledge is typically required, and the question that must be addressed is how can we develop systems that can efficiently discriminate between large numbers of highly similar visual concepts. The 10th Workshop on Fine-Grained Visual Categorization (FGVC10) explores topics related to supervised learning, self- supervised learning, semi-supervised learning, matching, localization, domain adaptation, transfer learning, few-shot learning, machine teaching, multimodal learning (e.g., audio and video), 3D- vision, crowd-sourcing, image captioning and generation, out-of- distribution detection, open-set recognition, human-in-the-loop learning, etc., all through the lens of fine-grained understanding. Topics relevant for FGVC10 are neither restricted to vision nor categorization. FGVC10 consists of invited talks from world- renowned computer vision experts and domain experts (e.g., art), poster sessions, challenges, and peer-reviewed extended abstracts. To mark FGVC’s 10th anniversary, we have confirmed five panellists for a discussion of the history and future of FGVC. We aim to stimulate debate and to expose the wider computer vision community to new challenging problems which have the potential for large societal impact but do not traditionally receive a significant amount of exposure at other CVPR workshops.
Schedule
Sun 5:45 a.m. - 6:00 a.m.
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Opening remarks
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Sun 6:00 a.m. - 6:30 a.m.
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Merlin Sound ID: Building Shazam for Birds - Grant Van Horn (Cornell) ( Invited Talk ) > link | 🔗 |
Sun 6:30 a.m. - 7:00 a.m.
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Video Data Management - Magdalena Balazinska (University of Washington) ( Invited Talk ) > link | 🔗 |
Sun 7:00 a.m. - 8:00 a.m.
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Poster session
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Posters and break
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Sun 8:00 a.m. - 9:15 a.m.
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Panel Discussion: "10 years of FGVC workshop"
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Panel discussion (Q&A)
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Sun 9:15 a.m. - 10:30 a.m.
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Poster session
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Posters and lunch
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Sun 10:30 a.m. - 11:00 a.m.
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Generative models improve fairness of medical classifiers under distribution shifts - Sylvestre-Alvise Rebuffi (Deepmind)
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Invited Talk
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Sun 11:00 a.m. - 11:30 a.m.
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Delving into Open Access: Artwork Metadata and Imagery at the Metropolitan Museum of Art - Spencer Kiser (The Metropolitan Museum of Art)
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Invited Talk
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Sun 11:30 a.m. - 12:15 p.m.
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Competition Session ( Presentations ) > link | 🔗 |
Sun 12:15 p.m. - 12:45 p.m.
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Break
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Sun 3:45 p.m. - 4:15 p.m.
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The Challenges and Some Solutions for 3D Object Recognition - Georgia Gkioxari (Caltech) ( Invited Talk ) > link | 🔗 |
Sun 4:15 p.m. - 4:45 p.m.
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Closing remarks
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