Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis
Medical Image Analysis, Volume abs/1804.06353, 2019.
Computer aided diagnosisMachine learningMedical imagingMulti-task learningMultiple instance learningMore(3+)
Machine learning (ML) algorithms have made a tremendous impact in the field of medical imaging. While medical imaging datasets have been growing in size, a challenge for supervised ML algorithms that is frequently mentioned is the lack of annotated data. As a result, various methods that can learn with less/other types of supervision, hav...More
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