Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching

Nannan Wu, Zhuo Kuang, Zengqiang Yan +2

Despite the potential of federated learning in medical applications, inconsistent imaging quality across institutions-stemming from lower-quality data from a minority of clients-bi…