Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation

Author:

Zakazov Ivan,Shirokikh Boris,Chernyavskiy Alexey,Belyaev Mikhail

Publisher

Springer International Publishing

Reference21 articles.

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2. Bakas, S., et al.: Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the brats challenge. arXiv preprint arXiv:1811.02629 (2018)

3. Dou, Q., Ouyang, C., Chen, C., Chen, H., Heng, P.A.: Unsupervised cross-modality domain adaptation of convnets for biomedical image segmentations with adversarial loss. In: Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018, pp. 691–697. AAAI Press (2018)

4. Lecture Notes in Computer Science;M Ghafoorian,2017

5. Glocker, B., Robinson, R., Castro, D.C., Dou, Q., Konukoglu, E.: Machine learning with multi-site imaging data: an empirical study on the impact of scanner effects (2019)

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