Advancing generalizations of multi-scale GAN via adversarial perturbation augmentations

Jing Tang, Zeyu Gong, Bo Tao, Zhouping Yin

Abstract: Highlights•Introduce generalization bound theory to the MS-GANs training process.•Derive our adversarial perturbation augmentation (AP-Aug) method that adaptively computes adversarial perturbations.•Achieves superior image generation performance. methods.