FedSAM-3D: Adapter-Constrained Federated Adaptation for Transferable Medical Segmentation Foundation Models.
OBJECTIVE Transferring large-scale medical foundation models to specific clinical tasks remains challenging, particularly in multi-center scenarios with heterogeneous data distributions and privacy constraints. Existing adaptation strategies provide limited solutions for collaboratively adapting foundation models acros...