Search Results for author: Jiangbo Pei

Found 2 papers, 1 papers with code

Selection, Ensemble, and Adaptation: Advancing Multi-Source-Free Domain Adaptation via Architecture Zoo

no code implementations3 Mar 2024 Jiangbo Pei, Ruizhe Li, Aidong Men, Yang Liu, Xiahai Zhuang, Qingchao Chen

This paper introduces Zoo-MSFDA, a more general setting that allows each source domain to offer a zoo of multiple source models with different architectures.

Model Selection Source-Free Domain Adaptation +1

Uncertainty-Induced Transferability Representation for Source-Free Unsupervised Domain Adaptation

1 code implementation30 Aug 2022 Jiangbo Pei, Zhuqing Jiang, Aidong Men, Liang Chen, Yang Liu, Qingchao Chen

Secondly, based on the UTR, we propose a novel Calibrated Adaption Framework (CAF) for SFUDA, including i)the source knowledge calibration module that guides the target model to learn the transferable source knowledge and discard the non-transferable one, and ii)the target semantics calibration module that calibrates the unreliable semantics.

Unsupervised Domain Adaptation

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