Method

Dual-branch Voxel Feature Extraction Network for 3D Object Detection [DVFENet]


Submitted on 12 Sep. 2020 13:09 by
Yunqian He (Harbin Engineering University)

Running time:0.05 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
-
Parameters:
-
Latex Bibtex:
-@article{HE2021,
title = {DVFENet: Dual-branch Voxel Feature
Extraction Network for 3D Object Detection},
journal = {Neurocomputing},
year = {2021},
issn = {0925-2312},
doi =
{https://doi.org/10.1016/j.neucom.2021.06.046},
url =
{https://www.sciencedirect.com/science/article/pii
/S092523122100970X},
author = {Yunqian He and Guihua Xia and Yongkang
Luo and Li Su and Zhi Zhang and Wanyi Li and Peng
Wang}
}

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) 95.35 % 94.57 % 91.77 %
Car (Orientation) 95.33 % 94.44 % 91.55 %
Car (3D Detection) 86.20 % 79.18 % 74.58 %
Car (Bird's Eye View) 90.93 % 87.68 % 84.60 %
Pedestrian (Detection) 63.54 % 54.13 % 51.79 %
Pedestrian (Orientation) 60.32 % 50.52 % 47.92 %
Pedestrian (3D Detection) 43.55 % 37.50 % 35.33 %
Pedestrian (Bird's Eye View) 50.98 % 44.12 % 41.62 %
Cyclist (Detection) 85.45 % 73.66 % 67.10 %
Cyclist (Orientation) 85.32 % 73.43 % 66.87 %
Cyclist (3D Detection) 78.73 % 62.00 % 55.18 %
Cyclist (Bird's Eye View) 82.29 % 67.40 % 60.71 %
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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