Before revision:  In this work, we propose a new GAN architecture for semi-supervised augmentation of chest X-rays for the detection of pneumonia  .
After revision:  In this work, we propose a new GAN architecture for semi-supervised augmentation of chest X-rays for the detection of pneumonia and COVID-19 using generative models .