Miaoqi Li

Class-Aware Active Annotation in Federated Semi-Supervised Learning for Medical Image Classification

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