Deep Generative Models

  • The ultimate goal of data augmentation is to draw samples from the distribution, which represent the generating mechanism of dataset
  • the data distribution we generate data from should not be different with the original one
  • This is the core idea of deep generative models.
  • Pix2Pix
  • CycleGAN
  • StarGAN
  • [StarGAN v2](StarGAN v2.md)