Fig. 1.

The pipeline for training the model. First, the generator synthetises ground glass nodules from the background according to the input image. Second, the region of interest (ROI) discriminator (red line) and the whole image discriminator (blue line) extract features from the ROI and whole image to classify the synthetic image and the target whether the synthetic image is real