Federated learning for medical image analysis: A survey

• Published in: Pattern recognition Vol. 151; p. 110424
• Main Authors: Guan, Hao, Yap, Pew-Thian, Bozoki, Andrea, Liu, Mingxia
• Format: Journal Article
• Language: English
• Published: England Elsevier Ltd 01.07.2024
• Subjects: Data privacy; Federated learning; Machine learning; Medical image analysis; Data privacy; Federated learning; Machine learning; Medical image analysis

Machine learning in medical imaging often faces a fundamental dilemma, namely, the small sample size problem. Many recent studies suggest using multi-domain data pooled from different acquisition sites/centers to improve statistical power. However, medical images from different sites cannot be easil...