Method

Position-Aware Voxel Aggregate Network [PA-Det3D]


Submitted on 1 Jun. 2023 11:58 by
wencai Xu (wuhan university of technology)

Running time:0.06 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
predicts the relative positional offsets of querying
voxels; incorporates relative distance information;
consistency matching based on the Gaussian mixture
model;
Parameters:
TBD
Latex Bibtex:

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) 96.37 % 95.59 % 90.97 %
Car (Orientation) 96.36 % 95.53 % 90.87 %
Car (3D Detection) 88.46 % 81.92 % 77.38 %
Car (Bird's Eye View) 92.40 % 89.11 % 86.51 %
Pedestrian (Detection) 66.80 % 57.55 % 55.18 %
Pedestrian (Orientation) 62.44 % 53.03 % 50.51 %
Pedestrian (3D Detection) 48.48 % 41.36 % 38.92 %
Pedestrian (Bird's Eye View) 53.88 % 46.55 % 44.13 %
Cyclist (Detection) 87.56 % 78.31 % 71.82 %
Cyclist (Orientation) 83.13 % 73.25 % 66.97 %
Cyclist (3D Detection) 82.91 % 68.48 % 61.93 %
Cyclist (Bird's Eye View) 84.41 % 71.93 % 65.36 %
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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