Texture Fields Learning Texture Representations in Function Space

representations of texture?

• voxel with color?
  • computational cost
• 2D texture atlas and UV mapping
  • assume known topology and predefined mesh
• surface texture as a continuous function in 3D space
  • regression task
  • conditioned on shape embedding and texture latent variable
    • pointnet encoder for 3D points sampled
    • image encoder: residual network
• loss
  • L_1 of gen. images
• need to be implemented