Method

USVLab BSAODet [USVLab BSAODet]
https://github.com/weipingxiao/BSAODet

Submitted on 30 Dec. 2022 17:14 by
Weiping Xiao (Shanghai University, Shanghai, China)

Running time:0.04 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
baseline PV-RCNN++; use 3/4 training samples.
Parameters:
TBD
Latex Bibtex:
@ARTICLE{10052705,
author={Xiao, Weiping and Peng, Yan and Liu,
Chang and Gao, Jiantao and Wu, Yiqiang and Li,
Xiaomao},
journal={IEEE Transactions on Circuits and
Systems for Video Technology},
title={Balanced Sample Assignment and Objective
for Single-Model Multi-Class 3D Object Detection},
year={2023},
volume={},
number={},
pages={1-1},
doi={10.1109/TCSVT.2023.3248656}}

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) 96.26 % 95.15 % 92.62 %
Car (Orientation) 96.23 % 94.99 % 92.36 %
Car (3D Detection) 88.66 % 81.95 % 77.40 %
Car (Bird's Eye View) 92.66 % 88.90 % 86.23 %
Pedestrian (Detection) 72.86 % 63.21 % 59.48 %
Pedestrian (Orientation) 69.95 % 59.73 % 55.85 %
Pedestrian (3D Detection) 52.69 % 46.50 % 43.10 %
Pedestrian (Bird's Eye View) 56.05 % 49.75 % 47.59 %
Cyclist (Detection) 86.82 % 81.36 % 74.40 %
Cyclist (Orientation) 86.64 % 80.87 % 73.87 %
Cyclist (3D Detection) 83.17 % 70.48 % 62.46 %
Cyclist (Bird's Eye View) 85.01 % 74.38 % 67.38 %
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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