In-depth Analysis of Privacy Threats in Federated Learning for Medical Data.
A holistic framework, MedPFL, is proposed for analyzing privacy risks in processing medical data in the FL environment and developing effective mitigation strategies for protecting privacy, which demonstrates the higher privacy risks in FL to process medical images.