Learning Representations and Generative Models for 3D Point Clouds

point cloud

• hard to manipulate in raw form
  • and not suited for generative models
• introducing metrics
  • JSD, coverage, MMD
• representation model
  • 2048 points
  • 1D conv -> encodes points independently
• generative model
  • lGAN: GAN in latent space
  • shape completion