Generalizing Deep Learning for Medical Image Segmentation to Unseen Domains via Deep Stacked Transformation

Ling Zhang
Ling Zhang
Xiaosong Wang
Xiaosong Wang
Dong Yang
Dong Yang
Stephanie Harmon
Stephanie Harmon
Andriy Myronenko
Andriy Myronenko

IEEE Transactions on Medical Imaging, pp. 2531-2540, 2020.

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Abstract:

Recent advances in deep learning for medical image segmentation demonstrate expert-level accuracy. However, application of these models in clinically realistic environments can result in poor generalization and decreased accuracy, mainly due to the domain shift across different hospitals, scanner vendors, imaging protocols, and patient po...More

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