GAN-Based Image Data Augmentation

It is demonstrated that training classifiers on purely synthetic data achieves comparable results to those trained solely on pure data and that for small sets of training data, augmenting the dataset by first training GANs on the data can lead to dramatic improvement in classifier performance.