Method

BPG3D: a boundary points guided 3d object detector for point clouds [BPG3D]


Submitted on 2 Apr. 2024 16:40 by
Mingzhi Yang (Northeastern University)

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

Method Description:
BPG3D is a two-stage point cloud-based 3D object
detection algorithm guided by RoI boundary points.
Parameters:
See paper
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) 97.98 % 95.02 % 92.38 %
Car (Orientation) 97.97 % 94.93 % 92.24 %
Car (3D Detection) 90.52 % 81.98 % 78.97 %
Car (Bird's Eye View) 93.00 % 90.57 % 86.21 %
Pedestrian (Detection) 69.19 % 60.24 % 56.74 %
Pedestrian (Orientation) 66.21 % 56.42 % 52.80 %
Pedestrian (3D Detection) 48.73 % 41.79 % 39.55 %
Pedestrian (Bird's Eye View) 52.80 % 46.83 % 44.70 %
Cyclist (Detection) 88.77 % 80.77 % 73.75 %
Cyclist (Orientation) 88.63 % 80.12 % 73.11 %
Cyclist (3D Detection) 83.90 % 66.85 % 59.97 %
Cyclist (Bird's Eye View) 85.28 % 71.24 % 63.42 %
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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