Method

Highly Accurate Pillar based Object Detection [HA PillarNet]
[Anonymous Submission]

Submitted on 30 Jun. 2023 04:16 by
[Anonymous Submission]

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

Method Description:
3-D object detection is a vital part of outdoor
scene
perception. Learning the complete size and
accurate positioning
of objects from an incomplete point cloud spatial
structure is
essential to 3-D object detection. We propose a
novel flexible 3-D
heatmap auxiliary network (3-D HANet) for object
detection.
To obtain complete structure and location
information from an
incomplete point cloud structure, we propose a 3-D
heatmap
to reflect object information.
Parameters:
\alpha=0.2
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) 95.38 % 92.37 % 87.40 %
Car (Orientation) 95.17 % 91.70 % 86.62 %
Car (3D Detection) 83.83 % 74.89 % 70.11 %
Car (Bird's Eye View) 90.43 % 85.69 % 80.75 %
Pedestrian (Detection) 59.59 % 48.78 % 46.03 %
Pedestrian (Orientation) 47.57 % 38.19 % 35.73 %
Pedestrian (3D Detection) 43.42 % 34.56 % 32.09 %
Pedestrian (Bird's Eye View) 49.38 % 40.73 % 38.11 %
Cyclist (Detection) 78.41 % 66.63 % 60.09 %
Cyclist (Orientation) 77.81 % 65.49 % 58.58 %
Cyclist (3D Detection) 66.53 % 51.39 % 45.24 %
Cyclist (Bird's Eye View) 71.10 % 57.56 % 50.67 %
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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