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This study aimed to build a deep learning model to automatically segment heterogeneous clinical MRI scans by optimizing a pre-trained model built from a homogeneous research dataset with transfer learning.

Automated knee cartilage segmentation for heterogeneous clinical MRI using generative adversarial networks with transfer learning