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Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks

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Code for paper:

Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks

By:

Davood Karimi and Ali Gholipour

Submitted to IEEE TMI

If you have any questions about the code, please email [email protected].

files included:

data_prep.py read and prepare datasets train_model.py train CNNs ood_detection.py for detecting out-of-distribution data on the trained model

dk_aux.py, dk_model.py, and dk_seg.py include functions that are used by the other codes.

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Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks

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