Method

Occlusion-Aware Plane-Constraints for Monocular 3D Object Detection [MonOAPC]


Submitted on 10 Oct. 2023 08:52 by
Hongdou Yao (Wuhan University)

Running time:0035 s
Environment:1 core @ 2.5 Ghz (Python)

Method Description:
The impact of occlusion scenarios of the objects
on the keypoints prediction is often overlooked.
To address this issue, we proposes a novel 3D
monocular object detection method named MonOAPC,
which is equipped with occlusion-aware plane-
constraints.
Parameters:
learning_rate = 2e − 4,
weight_decay = 1e − 5,
Latex Bibtex:
@article{yao2023occlusion,
title={Occlusion-Aware Plane-Constraints for
Monocular 3D Object Detection},
author={Yao, Hongdou and Chen, Jun and Wang,
Zheng and Wang, Xiao and Han, Pengfei and Chai,
Xiaoyu and Qiu, Yansheng},
journal={IEEE Transactions on Intelligent
Transportation Systems},
year={2023},
publisher={IEEE}
}

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) 92.39 % 84.13 % 74.62 %
Car (Orientation) 92.34 % 83.97 % 74.42 %
Car (3D Detection) 18.77 % 12.00 % 9.75 %
Car (Bird's Eye View) 28.91 % 19.67 % 16.99 %
Pedestrian (Detection) 60.93 % 46.31 % 42.05 %
Pedestrian (Orientation) 56.84 % 42.52 % 38.43 %
Pedestrian (3D Detection) 8.75 % 5.87 % 4.84 %
Pedestrian (Bird's Eye View) 9.62 % 6.82 % 5.78 %
Cyclist (Detection) 68.18 % 51.68 % 44.08 %
Cyclist (Orientation) 60.40 % 44.74 % 38.01 %
Cyclist (3D Detection) 4.46 % 2.74 % 2.14 %
Cyclist (Bird's Eye View) 6.54 % 3.31 % 3.05 %
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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