Method

CasA: A Cascade Attention Network for 3D Object Detection from LiDAR point clouds [CasA]
https://github.com/hailanyi/CasA

Submitted on 21 Dec. 2021 11:19 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:
@article{casa2022,
title={CasA: A Cascade Attention Network for 3D
Object Detection from LiDAR point clouds},
author={Wu, Hai and Deng, Jinhao and Wen,
Chenglu and Li, Xin and Wang, Cheng},
journal={IEEE Transactions on Geoscience and
Remote Sensing},
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) 96.52 % 95.62 % 92.86 %
Car (Orientation) 96.51 % 95.53 % 92.71 %
Car (3D Detection) 91.58 % 83.06 % 80.08 %
Car (Bird's Eye View) 95.19 % 91.54 % 86.82 %
Pedestrian (Detection) 72.65 % 62.73 % 60.12 %
Pedestrian (Orientation) 70.33 % 59.69 % 56.89 %
Pedestrian (3D Detection) 54.04 % 47.09 % 44.56 %
Pedestrian (Bird's Eye View) 57.95 % 51.37 % 49.08 %
Cyclist (Detection) 92.86 % 83.21 % 77.12 %
Cyclist (Orientation) 92.71 % 82.95 % 76.78 %
Cyclist (3D Detection) 87.91 % 73.47 % 66.17 %
Cyclist (Bird's Eye View) 88.99 % 75.74 % 68.47 %
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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