Research Article

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

Table 2

Classification results for various numbers of images used for pretraining.

The number of generated imagesClassification accuracy [%]
Benign Malignant

051.9 84.9
20,00051.9 93.9
40,00063.0 93.9
60,00066.7 93.9
80,00055.6 84.8
100,00063.0 84.8