Exploring Relational Knowledge for Source-Free Domain Adaptation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2024.3484761
Abstract: Standard domain adaptation methods require access to both source and target data. However, sharing source data is often impractical in real-world scenarios due to data privacy and memory limitation issues. In this work, we focus… read more here.
Keywords: adaptation; source free; free domain; domain adaptation ... See more keywords
Consistent Assistant Domains Transformer for Source-Free Domain Adaptation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2025.3611799
Abstract: Source-free domain adaptation (SFDA) aims to address the challenge of adapting to a target domain without accessing the source domain directly. However, due to the inaccessibility of source domain data, deterministic invariable features cannot be… read more here.
Keywords: domain; source free; free domain; source ... See more keywords
Domain-Division Based Progressive Learning for Source-Free Domain Adaptation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2025.3590903
Abstract: With growing privacy and portability concerns, source-free domain adaptation requires only a source pre-trained model and an unlabeled target domain, allowing for effective adaptation to the target data. Most existing self-training methods focus on selecting… read more here.
Keywords: adaptation; source free; free domain; division ... See more keywords