SinGAN Learning a Generative Model from a Single Natural Image

task: unconditional image synthesis from a single image

• purely generative: noise to image
• hierarchy of patchGANS
  • coarse to fine: each stage inject random noise
  • training procedure: from coarse to fine stage, fixed former GANs after it’s trained
  • WGAN-GP increases training stability