Method

M3DETR: Multi-representation, Multi-scale, Mutual-relation 3D ObjectDetection with Transformers [M3DeTR]
https://github.com/rayguan97/M3DeTR

Submitted on 15 Oct. 2021 00:10 by
Tianrui Guan (University of Maryland, College Park)

Running time:n/a s
Environment:GPU @ 1.0 Ghz (Python)

Method Description:
Multi-representation, Multi-scale, Mutual-relation
3D Object Detection with Transformers. Code will be
released. Paper: https://arxiv.org/abs/2104.11896
Parameters:
n/a
Latex Bibtex:
@misc{guan2021m3detr,
title={M3DeTR: Multi-representation, Multi-
scale, Mutual-relation 3D Object Detection with
Transformers},
author={Tianrui Guan and Jun Wang and Shiyi
Lan and Rohan Chandra and Zuxuan Wu and Larry
Davis and Dinesh Manocha},
year={2021},
eprint={2104.11896},
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) 97.39 % 94.83 % 92.10 %
Car (Orientation) 97.37 % 94.70 % 91.89 %
Car (3D Detection) 90.28 % 81.73 % 76.96 %
Car (Bird's Eye View) 94.41 % 90.37 % 85.98 %
Pedestrian (Detection) 63.15 % 54.78 % 52.49 %
Pedestrian (Orientation) 58.90 % 50.09 % 47.66 %
Pedestrian (3D Detection) 45.70 % 39.94 % 37.66 %
Pedestrian (Bird's Eye View) 50.63 % 44.78 % 42.57 %
Cyclist (Detection) 87.38 % 79.29 % 72.46 %
Cyclist (Orientation) 87.21 % 78.80 % 71.88 %
Cyclist (3D Detection) 83.83 % 66.74 % 59.03 %
Cyclist (Bird's Eye View) 85.03 % 70.89 % 63.14 %
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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