2026
ALIGNING WHAT YOU SEPARATE: DENOISED PATCH MIXING FOR SOURCE-FREE DOMAIN ADAPTATION IN MEDICAL IMAGE SEGMENTATION
Quang-Khai Bui-Tran, Thanh-Huy Nguyen, Hoang-Thien Nguyen, Ba-Thinh Lam, Nguyen Lan Vi Vu, Phat Huynh +2
ICASSP 2026poster
Source-Free Domain Adaptation (SFDA) is emerging as a compelling solution for medical image segmentation under privacy constraints, yet current approaches often ignore sample difficulty and struggle with noisy supervision under domain shift. We present a new SFDA framework that leverages Hard Sample…