Method

Stereo RGB and Deeper LIDAR Based Network for 3D Object Detection in Autonomous Driving [SRDL]


Submitted on 7 Dec. 2021 16:12 by
Qingdong He (UESTC)

Running time:0.05 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{he2020stereo
title={Stereo RGB and Deeper LIDAR Based Network for
3D Object Detection in Autonomous Driving},
author={He, Qingdong and Wang, Zhengning and Zeng,
Hao and Zeng, Yi and Liu, Yijun},
journal={arXiv preprint arXiv:2006.05187},
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) 95.86 % 94.24 % 91.80 %
Car (Orientation) 95.83 % 94.08 % 91.55 %
Car (3D Detection) 87.73 % 80.38 % 76.27 %
Car (Bird's Eye View) 92.01 % 88.17 % 85.43 %
Pedestrian (Detection) 68.45 % 58.70 % 56.23 %
Pedestrian (Orientation) 63.39 % 53.36 % 50.43 %
Pedestrian (3D Detection) 47.30 % 39.43 % 36.99 %
Pedestrian (Bird's Eye View) 52.42 % 44.84 % 42.56 %
Cyclist (Detection) 85.44 % 73.68 % 66.94 %
Cyclist (Orientation) 85.22 % 73.21 % 66.45 %
Cyclist (3D Detection) 77.35 % 62.02 % 55.52 %
Cyclist (Bird's Eye View) 79.64 % 64.52 % 57.90 %
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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