Method

OC Stereo [st] [OC Stereo]
https://github.com/adpon/oc_stereo

Submitted on 7 Aug. 2019 06:26 by
Alex Pon (University of Toronto)

Running time:0.35 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
https://arxiv.org/pdf/1909.07566.pdf
Parameters:
Latex Bibtex:
@article{pon2020object,
title={Object-Centric Stereo Matching for 3D
Object Detection},
author={Pon, Alex D and Ku, Jason and Li,
Chengyao and Waslander, Steven L},
journal={ICRA},
year={2020}
}

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) 87.39 % 74.60 % 62.56 %
Car (Orientation) 86.86 % 73.34 % 61.37 %
Car (3D Detection) 55.15 % 37.60 % 30.25 %
Car (Bird's Eye View) 68.89 % 51.47 % 42.97 %
Pedestrian (Detection) 43.50 % 30.79 % 28.40 %
Pedestrian (Orientation) 31.36 % 22.02 % 20.20 %
Pedestrian (3D Detection) 24.48 % 17.58 % 15.60 %
Pedestrian (Bird's Eye View) 29.79 % 20.80 % 18.62 %
Cyclist (Detection) 43.18 % 28.76 % 24.80 %
Cyclist (Orientation) 29.07 % 18.99 % 16.40 %
Cyclist (3D Detection) 29.40 % 16.63 % 14.72 %
Cyclist (Bird's Eye View) 32.47 % 19.23 % 17.11 %
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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