Method

Transformation-Equivariant 3D Object Detection for Autonomous Driving [TED]
https://github.com/hailanyi/TED

Submitted on 18 May. 2022 02:52 by
hai wu (xiamen university)

Running time:0.1 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{TED,
title={Transformation-Equivariant 3D Object
Detection for Autonomous Driving},
author={Wu, Hai and Wen, Chenglu and Li, Wei
and Yang, Ruigang and Wang, Cheng},
year={2023},
booktitle={AAAI}

}

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) 96.64 % 96.03 % 93.35 %
Car (Orientation) 96.63 % 95.96 % 93.24 %
Car (3D Detection) 91.61 % 85.28 % 80.68 %
Car (Bird's Eye View) 95.44 % 92.05 % 87.30 %
Pedestrian (Detection) 74.26 % 64.74 % 62.08 %
Pedestrian (Orientation) 71.72 % 61.44 % 58.59 %
Pedestrian (3D Detection) 55.85 % 49.21 % 46.52 %
Pedestrian (Bird's Eye View) 60.13 % 53.48 % 50.89 %
Cyclist (Detection) 92.60 % 84.36 % 78.43 %
Cyclist (Orientation) 92.46 % 84.08 % 78.07 %
Cyclist (3D Detection) 88.82 % 74.12 % 66.84 %
Cyclist (Bird's Eye View) 89.54 % 76.95 % 70.31 %
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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