Method

SGM3D: Stereo Guided Monocular 3D Object Detection [SGM3D]
https://github.com/zhouzheyuan/sgm3d

Submitted on 19 Nov. 2021 08:00 by
Zheyuan Zhou (Fudan University)

Running time:0.03 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
SGM3D: Stereo Guided Monocular 3D Object Detection
Parameters:
TBD
Latex Bibtex:
@article{zhou2021sgm3d,
title={SGM3D: Stereo Guided Monocular 3D Object
Detection},
author={Zhou, Zheyuan and Du, Liang and Ye,
Xiaoqing and Zou, Zhikang and Tan, Xiao and Zhang,
Li and Xue, Xiangyang and Feng, Jianfeng},
journal={RA-L},
year={2022},
}

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) 93.66 % 83.05 % 73.35 %
Car (Orientation) 93.46 % 82.51 % 72.67 %
Car (3D Detection) 22.46 % 14.65 % 12.97 %
Car (Bird's Eye View) 31.49 % 21.37 % 18.43 %
Pedestrian (Detection) 45.03 % 32.48 % 28.58 %
Pedestrian (Orientation) 33.73 % 23.54 % 20.50 %
Pedestrian (3D Detection) 13.99 % 8.81 % 7.26 %
Pedestrian (Bird's Eye View) 15.39 % 9.39 % 8.61 %
Cyclist (Detection) 42.21 % 27.89 % 24.73 %
Cyclist (Orientation) 25.51 % 16.50 % 15.09 %
Cyclist (3D Detection) 5.49 % 2.92 % 2.64 %
Cyclist (Bird's Eye View) 7.05 % 3.63 % 3.33 %
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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