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cs.CV2026
UniHash: Unifying Pointwise and Pairwise Hashing Paradigms
Xiaoxu Ma, Runhao Li, Xiangbo Zhang +1
Effective retrieval across both seen and unseen categories is crucial for modern image retrieval systems. Retrieval on seen categories ensures precise recognition of known classes,…
cs.CV2025
Mutual Learning for Hashing: Unlocking Strong Hash Functions from Weak Supervision
Xiaoxu Ma, Runhao Li, Zhenyu Weng
Deep hashing has been widely adopted for large-scale image retrieval, with numerous strategies proposed to optimize hash function learning. Pairwise-based methods are effective in…