Point Cloud Processing

Computing on unordered 3D point sets captured by depth cameras or LiDAR. Architectures include PointNet (per-point MLP + max pooling), PointNet++ (hierarchical), and point cloud transformers. In manipulation, point cloud processing enables 6-DOF grasp prediction, shape estimation, and 3D-aware policies that are robust to viewpoint changes.