Fig. 4: Validation of models on an external dataset (ChestX-ray8). | Nature Communications

Fig. 4: Validation of models on an external dataset (ChestX-ray8).

From: Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization

Fig. 4: Validation of models on an external dataset (ChestX-ray8).

a Schematic of the data selection process. b AUC of the standard model (blue) and the adversarially trained models with (red) and without (green) dual batch norms on an independent test set of 22,433 radiographs from the ChestX-ray8 dataset. Dual batch norm training resulted in better AUC, closely matching the performance of the standard model.

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