Method

UPIDet [UPIDet]
https://github.com/Eaphan/UPIDet

Submitted on 16 Apr. 2024 05:15 by
Yifan Zhang (CMC)

Running time:0.11 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
Unleash the Potential of Image Branch for Cross-
modal 3D Object Detection
Parameters:
Omitted.
Latex Bibtex:
@inproceedings{
zhang2023upidet,
title={Unleash the Potential of Image Branch
for Cross-modal 3D Object Detection},
author={Yifan Zhang and Qijian Zhang and
Junhui Hou and Yixuan Yuan and Guoliang Xing},
booktitle={Thirty-seventh Conference on Neural
Information Processing Systems},
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) 96.25 % 95.89 % 93.25 %
Car (Orientation) 96.25 % 95.85 % 93.17 %
Car (3D Detection) 89.13 % 82.97 % 80.05 %
Car (Bird's Eye View) 92.96 % 91.36 % 86.80 %
Pedestrian (Detection) 75.07 % 65.50 % 63.09 %
Pedestrian (Orientation) 72.38 % 61.92 % 59.31 %
Pedestrian (3D Detection) 55.59 % 48.77 % 46.12 %
Pedestrian (Bird's Eye View) 58.91 % 53.32 % 50.82 %
Cyclist (Detection) 90.16 % 84.44 % 77.71 %
Cyclist (Orientation) 89.86 % 83.78 % 76.98 %
Cyclist (3D Detection) 86.74 % 74.32 % 67.45 %
Cyclist (Bird's Eye View) 89.65 % 78.19 % 71.13 %
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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