Method

3-D Detector for Occluded Object Under Obstructed Conditions [3ONet]


Submitted on 13 Mar. 2024 15:16 by
Hiep Hoang Anh (Soongsil University)

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

Method Description:
Two-stage
Parameters:
0.2
Latex Bibtex:
@ARTICLE{10183841,
author={Hoang, Hiep Anh and Yoo, Myungsik},
journal={IEEE Sensors Journal},
title={3ONet: 3-D Detector for Occluded Object
Under Obstructed Conditions},
year={2023},
volume={23},
number={16},
pages={18879-18892},
keywords={Three-dimensional displays;Laser
radar;Point cloud compression;Shape;Object
detection;Sensors;Laser beams;3-D object
detection;autonomous vehicle;light detection and
ranging (LiDAR);point cloud;segmentation},
doi={10.1109/JSEN.2023.3293515}}

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) 96.97 % 93.87 % 88.84 %
Car (Orientation) 96.86 % 93.58 % 88.45 %
Car (3D Detection) 92.03 % 85.47 % 78.64 %
Car (Bird's Eye View) 95.87 % 90.07 % 85.09 %
Pedestrian (Detection) 72.45 % 60.89 % 56.65 %
Pedestrian (Orientation) 66.35 % 54.88 % 50.82 %
Pedestrian (3D Detection) 52.81 % 43.45 % 39.74 %
Pedestrian (Bird's Eye View) 56.76 % 47.05 % 44.62 %
Cyclist (Detection) 89.11 % 77.36 % 70.31 %
Cyclist (Orientation) 88.98 % 76.91 % 69.85 %
Cyclist (3D Detection) 82.34 % 68.37 % 60.20 %
Cyclist (Bird's Eye View) 85.17 % 71.29 % 62.99 %
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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