Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation.

Medical Image Analysis(2020)

引用 338|浏览157
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摘要
•Uncertainty enables deep learning frameworks to be adopted into clinical workflows.•Uncertainty reflects challenge of small lesion detection, lesion contour segmentation.•MC dropout uncertainty measures correlate with incorrect predictions.
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关键词
Uncertainty,Deep learning,Segmentation,Detection,Multiple sclerosis
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