Adapting without Access: Black-Box Bayesian Adaptation for Trustworthy Cross-Center Medical Image Segmentation

Xiaoxiang Han, Yiman Liu, Lixin Xu, Haobo Chen, Meng Wang, Xiang Xu, Yan Wang, Yuqi Zhang, Qi Zhang
Jun 13, 2026 Domain Adaptation
Cite Code
Domain Adaptation Medical Image Sgmentation Uncertainty Quantification
Xiaoxiang Han
Xiaoxiang Han
Ph.D. candidate in Information and Communication Engineering

Ph.D. candidate at Shanghai University. Research interests include pattern recognition, medical image/video analysis, weakly/semi/self-supervised learning, and trustworthy AI.

Yiman Liu
Yiman Liu
Technologist-in-Charge

Technologist-in-Charge at Shanghai Children’s Medical Center. Research interests include deep learning, computer vision, natural language processing, and artificial intelligence for medical image analysis.

Xiang Xu
Ph.D. candidate in Information and Communication Engineering

Ph.D. candidate at Shanghai University. Research interests include pattern recognition, medical image analysis, semi-supervised learning.

Yan Wang
Yan Wang
Full Professor

Full Professor at East China Normal University. Research interests include medical imaging, computer vision, skeleton-based shape modeling, object recognition.

Yuqi Zhang
Yuqi Zhang
Chief Physician

Chief Physician with at Children’s Medical Center. Research interests include pediatric cardiovascular disease, congenital heart disease, prenatal ultrasound diagnosis.

Qi Zhang
Qi Zhang
Full Professor

Full Professor at Shanghai University. Research interests include medical image analysis, computer vision, and intelligent diagnosis and treatment technologies