SAMed-2: Selective Memory Enhanced Medical Segment Anything Model
MICCAI 2025
Zhiling Yan, Sifan Song, Dingjie Song, Yiwei Li, Rong Zhou, Weixiang Sun, Zhennong Chen, Sekeun Kim, Hui Ren, Tianming Liu, Quanzheng Li, Xiang Li, Lifang He, Lichao Sun
TL;DR SAMed-2 adapts SAM-2 for medical segmentation with a temporal adapter and confidence-based memory, improving learning across imaging tasks while reducing the effects of noisy annotations and catastrophic forgetting.