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cs.CV2025
Semantic Relation-Enhanced CLIP Adapter for Domain Adaptive Zero-Shot Learning
Jiaao Yu, Mingjie Han, Jinkun Jiang +3
The high cost of data annotation has spurred research on training deep learning models in data-limited scenarios. Existing paradigms, however, fail to balance cross-domain transfer…
cs.CV2024
High-order Neighborhoods Know More: HyperGraph Learning Meets Source-free Unsupervised Domain Adaptation
Jinkun Jiang, Qingxuan Lv, Yuezun Li +4
Source-free Unsupervised Domain Adaptation (SFDA) aims to classify target samples by only accessing a pre-trained source model and unlabelled target samples. Since no source data i…