Federated learning for medical image analysis: A survey

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...

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Veröffentlicht in:	Pattern recognition Jg. 151; S. 110424
Hauptverfasser:	Guan, Hao, Yap, Pew-Thian, Bozoki, Andrea, Liu, Mingxia
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	England Elsevier Ltd 01.07.2024
Schlagworte:	Data privacy Federated learning Machine learning Medical image analysis Data privacy Federated learning Machine learning Medical image analysis
ISSN:	0031-3203
Online-Zugang:	Volltext
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