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Yi-Ming Liu

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Preprint Sep 2026

OFBD: Object-Focused Background Debiasing for Long-Tailed Learning

Balancing performance trade-offs on long-tailed data distributions remains a long-standing challenge in visual recognition. Existing methods mainly improve tail classes through re-balancing, representation learning, or data augmentation, but the underlying cause of tail class degradation is still insufficiently explore...

Sheng-Han Chen, Yi-Ming Liu, Zhi-Peng Deng et al. · 0 citations

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