Method

RPF3D: Range-Pillar Deep-Fusion 3D detector [RPF3D]
[Anonymous Submission]

Submitted on 10 Apr. 2023 17:16 by
[Anonymous Submission]

Running time:0.1 s
Environment:1 core @ 2.5 Ghz (Python)

Method Description:
We propose a new multi-view deep-fusion detector. The input of this method is the range image and pillar bev image. We propose to address the fix-scale and fixed-dilate rate issue.
Parameters:
None
Latex Bibtex:
None

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) 96.31 % 95.25 % 90.51 %
Car (Orientation) 96.26 % 95.08 % 90.28 %
Car (3D Detection) 88.81 % 82.16 % 77.48 %
Car (Bird's Eye View) 92.94 % 91.18 % 86.58 %
Pedestrian (Detection) 72.52 % 62.35 % 59.68 %
Pedestrian (Orientation) 66.61 % 56.19 % 53.42 %
Pedestrian (3D Detection) 51.60 % 43.27 % 40.84 %
Pedestrian (Bird's Eye View) 55.50 % 48.24 % 45.80 %
Cyclist (Detection) 89.45 % 77.20 % 70.36 %
Cyclist (Orientation) 89.31 % 76.91 % 70.07 %
Cyclist (3D Detection) 79.93 % 65.25 % 58.52 %
Cyclist (Bird's Eye View) 82.97 % 68.81 % 62.15 %
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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