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From Points to Parts: 3D Object Detection from Point Cloud with Part-aware and Part-aggregation Network

Introduction

[ALGORITHM]

We implement Part-A^2 and provide its results and checkpoints on KITTI dataset.

@article{shi2020points,
  title={From points to parts: 3d object detection from point cloud with part-aware and part-aggregation network},
  author={Shi, Shaoshuai and Wang, Zhe and Shi, Jianping and Wang, Xiaogang and Li, Hongsheng},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2020},
  publisher={IEEE}
}

Results

KITTI

Backbone Class Lr schd Mem (GB) Inf time (fps) mAP Download
SECFPN 3 Class cyclic 80e 4.1 67.9 model | log
SECFPN Car cyclic 80e 4.0 79.16 model | log