Method

LVFSD: a lightweight voxel-based fully sparse detector for 3D object detection [LVFSD]
[Anonymous Submission]

Submitted on 19 Dec. 2023 13:48 by
[Anonymous Submission]

Running time:0.06 s
Environment:

Method Description:
I have designed a voxel-based fully sparse detector
that requires no additional computational resources.
The detection process is straightforward, utilizing
only point cloud data as input.
Parameters:
alpha=0.2
Latex Bibtex:
inproceedings{...}

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) 95.28 % 93.45 % 90.73 %
Car (Orientation) 95.24 % 93.31 % 90.46 %
Car (3D Detection) 84.18 % 76.14 % 71.55 %
Car (Bird's Eye View) 90.42 % 87.12 % 83.91 %
Pedestrian (Detection) 67.44 % 57.20 % 54.67 %
Pedestrian (Orientation) 63.39 % 52.72 % 49.93 %
Pedestrian (3D Detection) 51.18 % 42.36 % 39.64 %
Pedestrian (Bird's Eye View) 55.85 % 47.41 % 44.77 %
Cyclist (Detection) 85.81 % 71.09 % 64.75 %
Cyclist (Orientation) 85.37 % 70.52 % 64.21 %
Cyclist (3D Detection) 75.38 % 57.00 % 50.82 %
Cyclist (Bird's Eye View) 79.03 % 61.68 % 55.02 %
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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