Active Learning Guided Federated Online Adaptation: Applications in Medical Image Segmentation

no code implementations • 8 Dec 2023 • Md Shazid Islam, Sayak Nag, Arindam Dutta, Miraj Ahmed, Fahim Faisal Niloy, Amit K. Roy-Chowdhury

Motivated by these, we propose a method for medical image segmentation that adapts to each incoming data batch (online adaptation), incorporates physician feedback through active learning, and assimilates knowledge across facilities in a federated setup.

Active Learning Federated Learning +4