Method

Highly Accurate Pillar_based Object Detection [HA-PillarNet]


Submitted on 1 Nov. 2023 05:22 by
He Zhenyu (Hunan University)

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

Method Description:
The authors propose a pillar-based high-precision
3D point cloud detection method, which first
voxelizes the point cloud, then enters a 2D
backbone for feature extraction, then enters an
adaptive feature fusion module, and finally enters
the detection head to achieve the detection of
point cloud data
Parameters:
lr=0.001, betas=(0.95, 0.99), weight_decay=0.01,
epoch=80
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) 95.91 % 94.75 % 92.16 %
Car (Orientation) 95.89 % 94.63 % 92.00 %
Car (3D Detection) 89.65 % 81.06 % 76.67 %
Car (Bird's Eye View) 94.29 % 90.33 % 85.99 %
Pedestrian (Detection) 66.29 % 57.59 % 55.14 %
Pedestrian (Orientation) 63.18 % 53.77 % 50.98 %
Pedestrian (3D Detection) 46.71 % 40.85 % 38.54 %
Pedestrian (Bird's Eye View) 50.50 % 45.26 % 43.21 %
Cyclist (Detection) 89.88 % 81.03 % 75.05 %
Cyclist (Orientation) 89.76 % 80.36 % 74.40 %
Cyclist (3D Detection) 83.01 % 68.33 % 61.07 %
Cyclist (Bird's Eye View) 86.25 % 72.50 % 65.38 %
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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