2026
Class-Aware Active Annotation in Federated Semi-Supervised Learning for Medical Image Classification
AAAI 2026technical
In medical image classification, data privacy constraints and the high cost of expert annotations pose significant challenges to building generalizable models. Federated semi-supervised learning (FSSL), which combines the privacy-preserving nature of federated learning with the label efficiency of s