HoloGAN Unsupervised Learning of 3D Representations From Natural Images

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unsupervised learning of 3D representations from 2D images

  • view-dependent mapping from 3D to 2D
  • generator: perturb pose of obj in input image
    • z as style vector
    • transformation & proj.: insight from camera system
  • loss
    • identity of latent var.
    • style discriminator
  • gonna refer to code for more details
    • well, quite intrinsic