Method

CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection [CAT-Det]


Submitted on 13 Nov. 2021 06:40 by
Yanan Zhang (Beihang University)

Running time:0.3 s
Environment:GPU @ 2.5 Ghz (Python + C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@inproceedings{zhang2022cat,
title={CAT-Det: Contrastively Augmented Transformer
for Multi-modal 3D Object Detection},
author={Zhang, Yanan and Chen, Jiaxin and Huang,
Di},
booktitle={CVPR},
year={2022}
}

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) 95.97 % 94.71 % 92.07 %
Car (Orientation) 95.95 % 94.57 % 91.88 %
Car (3D Detection) 89.87 % 81.32 % 76.68 %
Car (Bird's Eye View) 92.59 % 90.07 % 85.82 %
Pedestrian (Detection) 67.15 % 56.75 % 53.44 %
Pedestrian (Orientation) 52.75 % 43.86 % 41.15 %
Pedestrian (3D Detection) 54.26 % 45.44 % 41.94 %
Pedestrian (Bird's Eye View) 57.13 % 48.78 % 45.56 %
Cyclist (Detection) 87.94 % 80.70 % 73.86 %
Cyclist (Orientation) 87.79 % 80.25 % 73.41 %
Cyclist (3D Detection) 83.68 % 68.81 % 61.45 %
Cyclist (Bird's Eye View) 85.35 % 72.51 % 65.55 %
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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