Chenchong Du

Privacy-Preserving Federated Learning for Medical Image Classification with Selective Homomorphic Encryption

2026 · AI

Federated learning lets hospitals train shared diagnostic models without exchanging patient images, yet the updates they exchange each round can be inverted to reconstruct training images. Homomorphic encryption (HE) protects these updates, but encrypting an …