Mine Your Own Anatomy : Revisiting Medical Image Segmentation With Extremely Limited Labels

Recent studies on contrastive learning have achieved remarkable performance solely by leveraging few labels in the context of medical image segmentation. Existing methods mainly focus on instance discrimination and invariant mapping (i.e., pulling positive samples closer and negative samples apart i...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2024) vom: 13. Sept.
1. Verfasser: You, Chenyu (VerfasserIn)
Weitere Verfasser: Dai, Weicheng, Liu, Fenglin, Min, Yifei, Dvornek, Nicha C, Li, Xiaoxiao, Clifton, David A, Staib, Lawrence, Duncan, James S
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article