cupy-knn 0.2.5

A fast nearest neighbor index cuda implementation for 3-D points using a left balanced BVH-tree.

Cupy-KNN

This package provides a fast nearest neighbor index for 3-D points using a Cupy implementation of a left balanced BVH-tree.

Installation

Using pip

pip install cupy-knn

From source

git clone https://github.com/mortacious/cupy-knn.git
cd cupy-knn
python setup.py install

Acknowledgements

This package is inspired by the approach presented in the following paper:

@inproceedings{jakob2021optimizing,
  title={Optimizing LBVH-Construction and Hierarchy-Traversal to accelerate kNN Queries on Point Clouds using the GPU},
  author={Jakob, Johannes and Guthe, Michael},
  booktitle={Computer Graphics Forum},
  volume={40},
  number={1},
  pages={124--137},
  year={2021},
  organization={Wiley Online Library}
}