Generalised Dice Overlap as a Deep Learning Loss Function for Highly Unbalanced Segmentations

Author:

Sudre Carole H.,Li Wenqi,Vercauteren Tom,Ourselin Sebastien,Jorge Cardoso M.

Publisher

Springer International Publishing

Reference10 articles.

1. Lecture Notes in Computer Science;T Brosch,2015

2. Crum, W., Camara, O., Hill, D.: Generalized overlap measures for evaluation and validation in medical image analysis. IEEE TMI 25(11), 1451–1461 (2006)

3. Havaei, M., Davy, A., Warde-Farley, D., Biard, A., Courville, A., Bengio, Y., Pal, C., Jodoin, P.M., Larochelle, H.: Brain tumor segmentation with deep neural networks. MIA 35, 18–31 (2017)

4. Kamnitsas, K., Ledig, C., Newcombe, V.F., Simpson, J.P., Kane, A.D., Menon, D.K., Rueckert, D., Glocker, B.: Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation. MIA 36, 61–78 (2017)

5. Lai, M.: Deep learning for medical image segmentation arXiv:1505.02000 (2015)

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