Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis.

Veronika Cheplygina,Marleen de Bruijne,Josien P. W. Pluim

Medical Image Analysis（2019）

引用 863|浏览481

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摘要

•We discuss different forms of supervision in medical image analysis.•Over 140 papers using semi-supervised, multi-instance or transfer learning are covered.•We discuss connections between these scenarios and further opportunities for research.

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关键词

Machine learning,Medical imaging,Computer aided diagnosis,Semi-supervised learning,Weakly-supervised learning,Multiple instance learning,Transfer learning,Multi-task learning

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