Research Article

Automated Pulmonary Nodule Classification in Computed Tomography Images Using a Deep Convolutional Neural Network Trained by Generative Adversarial Networks

Table 1

Number of images in each dataset for cross-validation.

TrainTypeSet 1Set 2Set 3
OriginalAugmentedOriginalAugmentedOriginalAugmented

WGANBenign512806153661536
Malignant112816112816112816

DCNNBenign923049230492304
Malignant112816112816112816