123 citations · 126 across the 3 of their papers we have counts for
3 papers
cs.CV2022★ 3 cited
Bures Joint Distribution Alignment with Dynamic Margin for Unsupervised Domain Adaptation
Yong-Hui Liu, Chuan-Xian Ren, Xiao-Lin Xu +1
Unsupervised domain adaptation (UDA) is one of the prominent tasks of transfer learning, and it provides an effective approach to mitigate the distribution shift between the labele…
cs.LG2022★ 123 cited
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain
Ren Chuan-Xian, Liu Yong-Hui, Zhang Xi-Wen +1
Multi-source domain adaptation (MDA) aims to transfer knowledge from multiple source domains to an unlabeled target domain. MDA is a challenging task due to the severe domain shift…
cs.LG2020
Unsupervised Domain Adaptation via Discriminative Manifold Embedding and Alignment
You-Wei Luo, Chuan-Xian Ren, Pengfei Ge +2
Unsupervised domain adaptation is effective in leveraging the rich information from the source domain to the unsupervised target domain. Though deep learning and adversarial strate…