Continual Alignment for SAM: Rethinking Foundation Models for Medical Image Segmentation in Continual Learning

Jiayi Wang, Wei Dai, Haoyu Wang +3

In medical image segmentation, heterogeneous privacy policies across institutions often make joint training on pooled datasets infeasible, motivating continual image segmentation-l…