Method

LoGoNet [LoGoNet]
https://github.com/PJLab-ADG/LoGoNet

Submitted on 30 Oct. 2022 13:28 by
simon li (ECNU)

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

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{li2023logonet,
title={LoGoNet: Towards Accurate 3D Object
Detection with Local-to-Global Cross-Modal Fusion},
author={Li, Xin and Ma, Tao and Hou, Yuenan and
Shi, Botian and Yang, Yucheng and Liu, Youquan and
Wu, Xingjiao and Chen, Qin and Li, Yikang and Qiao,
Yu and others},
booktitle={CVPR},
year={2023}
}

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) 96.60 % 95.55 % 93.07 %
Car (Orientation) 96.59 % 95.44 % 92.89 %
Car (3D Detection) 91.80 % 85.06 % 80.74 %
Car (Bird's Eye View) 95.48 % 91.52 % 87.09 %
Pedestrian (Detection) 72.47 % 64.55 % 62.24 %
Pedestrian (Orientation) 69.16 % 60.70 % 58.13 %
Pedestrian (3D Detection) 53.07 % 47.43 % 45.22 %
Pedestrian (Bird's Eye View) 58.24 % 52.06 % 49.87 %
Cyclist (Detection) 90.14 % 84.00 % 77.97 %
Cyclist (Orientation) 89.90 % 83.51 % 77.41 %
Cyclist (3D Detection) 84.47 % 71.70 % 64.67 %
Cyclist (Bird's Eye View) 85.85 % 74.92 % 67.62 %
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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