2 citations · 2 across the 2 of their papers we have counts for
3 papers
cs.LG2024
Unveiling the Superior Paradigm: A Comparative Study of Source-Free Domain Adaptation and Unsupervised Domain Adaptation
Fan Wang, Zhongyi Han, Xingbo Liu +2
In domain adaptation, there are two popular paradigms: Unsupervised Domain Adaptation (UDA), which aligns distributions using source data, and Source-Free Domain Adaptation (SFDA),…
cs.LG2024
EchoAlign: Bridging Generative and Discriminative Learning under Noisy Labels
Yuxiang Zheng, Zhongyi Han, Yilong Yin
Noisy labels severely hinder the accuracy and generalization of machine learning models, especially when ambiguous instance features make reliable annotation difficult. Existing ap…
cs.MM2020★ 2 cited
Reinforcing Short-Length Hashing
Xingbo Liu, Xiushan Nie, Qi Dai +2
Due to the compelling efficiency in retrieval and storage, similarity-preserving hashing has been widely applied to approximate nearest neighbor search in large-scale image retriev…