KiloNeRF Speeding up Neural Radiance Field with Thousands of Tiny MLPs

each individual mlp responsible for a tiny space

• knowledge distilled from a NeRF
• empty space skipping and early ray termination
  • so, basically a mlp version of octree with feature
  • L2 regularization on last two layers to mimic nerf’s smooth view dependent color prior