Method

Point-Voxel Feature Set Abstraction for 3D Object Detection [la] [MMLab PV-RCNN]
https://github.com/open-mmlab/OpenPCDet

Submitted on 9 Feb. 2020 11:14 by
Shaoshuai Shi (CUHK)

Running time:0.08 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{shi2020pv,
title={PV-RCNN: Point-Voxel Feature Set
Abstraction for
3D Object Detection},
author={Shi, Shaoshuai and Guo, Chaoxu and
Jiang,
Li and
Wang, Zhe and Shi, Jianping and Wang, Xiaogang
and
Li,
Hongsheng},
booktitle={CVPR},
year={2020}
}

Detailed Results

Object detection and orientation estimation results. Results for object detection are given in terms of average precision (AP) and results for joint object detection and orientation estimation are provided in terms of average orientation similarity (AOS).


Benchmark Easy Moderate Hard
Car (Detection) 98.17 % 94.70 % 92.04 %
Car (Orientation) 98.15 % 94.57 % 91.85 %
Car (3D Detection) 90.25 % 81.43 % 76.82 %
Car (Bird's Eye View) 94.98 % 90.65 % 86.14 %
Pedestrian (Detection) 68.88 % 58.37 % 55.38 %
Pedestrian (Orientation) 63.45 % 52.42 % 49.23 %
Pedestrian (3D Detection) 52.17 % 43.29 % 40.29 %
Pedestrian (Bird's Eye View) 59.86 % 50.57 % 46.74 %
Cyclist (Detection) 86.62 % 80.42 % 73.64 %
Cyclist (Orientation) 86.43 % 79.70 % 72.96 %
Cyclist (3D Detection) 78.60 % 63.71 % 57.65 %
Cyclist (Bird's Eye View) 82.49 % 68.89 % 62.41 %
This table as LaTeX


2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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