A Highly Efficient and Robust Local Point Cloud Geometry Encoder: VecKM

VecKM is a novel local point cloud geometry encoder that is descriptive, efficient, and robust to noise. It achieves this by vectorizing a kernel mixture representation of the local point cloud, which is proved to be reconstructive and isometric to the original local shape.