Fig. 2

Schematic diagram of the development of deep learning model for epiretinal membrane (ERM) detection. The generative adversarial network (GAN) model augments ERM images with proper diversity and high quality to improve diagnostic performance. After augmenting the training data for ERM, we trained deep learning networks via transfer learning to classify ERM and healthy retinas