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

Davood Karimi
Davood Karimi
Prateek Mathur
Prateek Mathur
Apeksha Avinash
Apeksha Avinash

Medical Image Analysis, pp. 186-196, 2019.

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Abstract:

•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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