Method

DSA-PV-RCNN: Improving 3D Object Detection with Learned Deformations [la] [DSA-PV-RCNN]
https://github.com/AutoVision-cloud/SA-Det3D

Submitted on 25 Aug. 2020 02:22 by
Prarthana Bhattacharyya (University of Waterloo)

Running time:0.08 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@misc{bhattacharyya2021sadet3d,
title={SA-Det3D: Self-Attention Based Context-Aware 3D Object Detection},
author={Prarthana Bhattacharyya and Chengjie Huang and Krzysztof Czarnecki},
year={2021},
eprint={2101.02672},
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) 95.86 % 94.64 % 92.10 %
Car (Orientation) 95.84 % 94.52 % 91.93 %
Car (3D Detection) 88.25 % 81.46 % 76.96 %
Car (Bird's Eye View) 92.42 % 90.13 % 85.93 %
Pedestrian (Detection) 66.93 % 58.81 % 56.57 %
Pedestrian (Orientation) 63.12 % 54.38 % 51.98 %
Pedestrian (3D Detection) 46.97 % 40.89 % 38.80 %
Pedestrian (Bird's Eye View) 52.03 % 45.82 % 43.81 %
Cyclist (Detection) 88.65 % 80.57 % 74.81 %
Cyclist (Orientation) 88.52 % 80.05 % 74.20 %
Cyclist (3D Detection) 82.19 % 68.54 % 61.33 %
Cyclist (Bird's Eye View) 83.93 % 72.61 % 65.82 %
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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