Method

PG-RCNN: Semantic Surface Point Generation for 3D Object Detection [PG-RCNN]
https://github.com/quotation2520/PG-RCNN

Submitted on 25 Jul. 2023 06:53 by
Inyoung Lee (KAIST)

Running time:0.06 s
Environment:GPU @ 1.5 Ghz (Python)

Method Description:
Semantic Surface Point Generation for 3D Object
Detection (ICCV 2023)
Parameters:
TBD
Latex Bibtex:
@misc{koo2023pgrcnn,
title={PG-RCNN: Semantic Surface Point
Generation for 3D Object Detection},
author={Inyong Koo and Inyoung Lee and Se-Ho
Kim and Hee-Seon Kim and Woo-jin Jeon and Changick
Kim},
year={2023},
eprint={2307.12637},
archivePrefix={arXiv},
primaryClass={cs.CV}
}

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) 96.66 % 95.40 % 90.55 %
Car (Orientation) 96.64 % 95.27 % 90.37 %
Car (3D Detection) 89.38 % 82.13 % 77.33 %
Car (Bird's Eye View) 93.39 % 89.46 % 86.54 %
Pedestrian (Detection) 67.77 % 57.31 % 54.83 %
Pedestrian (Orientation) 63.73 % 53.12 % 50.46 %
Pedestrian (3D Detection) 47.99 % 41.04 % 38.71 %
Pedestrian (Bird's Eye View) 51.63 % 45.48 % 43.30 %
Cyclist (Detection) 88.17 % 78.69 % 72.16 %
Cyclist (Orientation) 87.89 % 78.30 % 71.76 %
Cyclist (3D Detection) 82.77 % 67.82 % 61.25 %
Cyclist (Bird's Eye View) 84.94 % 70.65 % 64.03 %
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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