Fig. 8: Overview of two proposed GAN training schemes for the generation of not only synthetic images but also matching labels.
From: Improving 3D deep learning segmentation with biophysically motivated cell synthesis

Both methods utilize an additional discriminator DSeg to generate additional labels. A and B show the adapted training schemes for a cGAN and CycleGAN, respectively.