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Sep 2026

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...

Xin-Ran Wu, Ren-Cheng Zheng, Yu-Xiang Dai et al. · 0 citations

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