Class imbalance is one of the most basic and important problems web data. The key to overcoming class increase effective instances minority, that is, data augmentation. Generative Adversarial Networks (GANs), which have recently been successfully applied in field image generation, can be used for augmentation because they learn distribution given ample training generate more However, learning d...