OctNet

OctNet

@inproceedings{riegler2017octnet,
  title={Octnet: Learning deep 3d representations at high resolutions},
  author={Riegler, Gernot and Osman Ulusoy, Ali and Geiger, Andreas},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={3577--3586},
  year={2017}
}
  • Use an Octree as 3d representation
    • Max depth = 3
  • Have a Neural Network work with them
  • Octree will use much less space as a dense voxel grid
Convolutions on Octrees
Neighbor lookups not trivial

No generational tasks possible, because it changes the structure of the octree (?)

Calendar October 22, 2023