Method

SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds [SVGA-Net]


Submitted on 12 Dec. 2021 16:28 by
qd He (UESTC)

Running time:0.03s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{he2022svga,
title={SVGA-Net: Sparse Voxel-Graph Attention
Network for 3D Object Detection from Point
Clouds},
author={He, Qingdong and Wang, Zhengning and Zeng,
Hao and Zeng, Yi and Liu, Yijun},
booktitle={AAAI},
year={2022}
}

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) 96.05 % 94.67 % 91.86 %
Car (Orientation) 96.02 % 94.45 % 91.54 %
Car (3D Detection) 87.33 % 80.47 % 75.91 %
Car (Bird's Eye View) 92.07 % 89.88 % 85.59 %
Pedestrian (Detection) 67.81 % 57.92 % 55.25 %
Pedestrian (Orientation) 62.33 % 52.27 % 49.44 %
Pedestrian (3D Detection) 48.48 % 40.39 % 37.92 %
Pedestrian (Bird's Eye View) 53.09 % 45.68 % 43.30 %
Cyclist (Detection) 85.13 % 75.14 % 68.14 %
Cyclist (Orientation) 84.62 % 74.64 % 67.64 %
Cyclist (3D Detection) 78.58 % 62.28 % 54.88 %
Cyclist (Bird's Eye View) 81.25 % 66.82 % 59.37 %
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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