Federated Active Learning for Multicenter Collaborative Disease Diagnosis.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on medical imaging"
DOI: 10.1109/tmi.2022.3227563
Abstract: Current computer-aided diagnosis system with deep learning method plays an important role in the field of medical imaging. The collaborative diagnosis of diseases by multiple medical institutions has become a popular trend. However, large scale… read more here.
Keywords: active learning; diagnosis; learning; federated active ... See more keywords
A Semi-Federated Active Learning Framework for Unlabeled Online Network Data
Sign Up to like & getrecommendations! Published in 2023 at "Mathematics"
DOI: 10.3390/math11081972
Abstract: Federated Learning (FL) is a newly emerged federated optimization technique for distributed data in a federated network. The participants in FL that train the model locally are classified into client nodes. The server node assumes… read more here.
Keywords: network; active learning; semi federated; unlabeled online ... See more keywords