Before revision:  We show that the proposed GAN can augment data for a specific class of images (pneumonia) using images from both classes (pneumonia and normal) in an image domain ( chest X-rays ).
After revision:  We show that the proposed GAN can be used to effectively augment data and improve classification accuracy of disease in chest X-rays ).