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Rethinking Infrared Small Target Detection: A Foundation Driven Efficient Paradigm

FDEP integrates frozen visual foundation model representations into infrared small target detection via semantic alignment fusion and implicit self-distillation, achieving state-of-the-art accuracy with no inference overhead.

Chuang Yu, Jinmiao Zhao, Yunpeng Liu, Yaokun Li and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 8 of 20 reviewers recommend it
lenient 4/5
medium 4/10
strict 0/5