Awesome
D3D
Devkit for 3D: Some utils for 3D object detection and tracking based on Numpy and Pytorch
<hr/> Please consider siting my work if you find this library useful in your research :)@article{zhong2020uncertainty,
title={Uncertainty-Aware Voxel based 3D Object Detection and Tracking with von-Mises Loss},
author={Zhong, Yuanxin and Zhu, Minghan and Peng, Huei},
journal={arXiv preprint arXiv:2011.02553},
year={2020}
}
Features
- Unified data representation
- Support loading KITTI, Waymo, Nuscenes dataset
- Rotated 2D IoU, NMS with clear CUDA implementations
- Point Cloud Voxelization
- Visualization
- Benchmarking
Tips
- Current polygon intersecting algorithm is not very stable, so try to convert the input to double precision if you met error with the iou functions