Accurate and robust deep learning-based segmentation of the prostate clinical target volume in ultrasound images.

Medical Image Analysis(2019)

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摘要
•Uncertainty estimation can benefit deep learning-based medical image segmentation.•Disagreement among an ensemble of models provides a good estimation of uncertainty.•Prior shape information can improve uncertain prostate segmentations in ultrasound.•Uncertainty in medical image segmentation is more due to limited data than noise.
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关键词
Image segmentation,Model uncertainty,Shape models,Clustering,Deep learning
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