Privacy enhancing and generalizable deep learning with synthetic data for mediastinal neoplasm diagnosis.

On both contrast-enhanced CT and plain CT, there is an obvious trend that the segmentation DSC, classification F1 scores and accuracy scores increase when more synthetic samples are used, and the marginal benefit of using more training data gradually diminishes.

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