Method

Fade 3D: Fast and Deployable 3D Object Detection for Autonomous Driving [Fade 3D]
https://github.com/wayyeah/Fade

Submitted on 27 Dec. 2024 10:24 by
way ye (XMU)

Running time:0.01 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
a fast and deployable 3D object detection method
Parameters:
alpha=0.2
Latex Bibtex:
@article{ye2025fade3d,
title={Fade3D: Fast and Deployable 3D Object
Detection for Autonomous Driving},
author={Ye, Wei and Xia, Qiming and Wu, Hai and
Dong, Zhen and Zhong, Ruofei and Wang, Cheng and
Wen, Chenglu},
journal={IEEE Transactions on Intelligent
Transportation Systems},
year={2025},
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) 97.71 % 92.55 % 87.50 %
Car (Orientation) 97.62 % 92.23 % 87.09 %
Car (3D Detection) 85.85 % 75.57 % 70.47 %
Car (Bird's Eye View) 93.53 % 87.85 % 82.75 %
Pedestrian (Detection) 43.64 % 34.70 % 32.98 %
Pedestrian (Orientation) 30.04 % 23.24 % 21.82 %
Pedestrian (3D Detection) 30.25 % 24.06 % 21.84 %
Pedestrian (Bird's Eye View) 36.14 % 29.18 % 27.42 %
Cyclist (Detection) 76.76 % 61.19 % 55.78 %
Cyclist (Orientation) 73.50 % 57.98 % 52.62 %
Cyclist (3D Detection) 66.04 % 50.02 % 44.39 %
Cyclist (Bird's Eye View) 71.51 % 55.00 % 48.65 %
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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