Method

HMFI [HMFI]
NAN

Submitted on 3 Mar. 2022 04:04 by
Xin Li (ECNU)

Running time:0.1 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
Multi-modal fusion method
Parameters:
NAN
Latex Bibtex:
@article{li2022homogeneous,
title={Homogeneous Multi-modal Feature Fusion and
Interaction for 3D Object Detection},
author={Li, Xin and Shi, Botian and Hou, Yuenan
and Wu, Xingjiao and Ma, Tianlong and Li, Yikang and
He, Liang},
journal={ECCV},
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) 96.29 % 95.16 % 92.45 %
Car (Orientation) 96.28 % 95.05 % 92.28 %
Car (3D Detection) 88.90 % 81.93 % 77.30 %
Car (Bird's Eye View) 93.04 % 89.17 % 86.37 %
Pedestrian (Detection) 66.20 % 55.96 % 53.24 %
Pedestrian (Orientation) 63.10 % 52.47 % 49.57 %
Pedestrian (3D Detection) 50.88 % 42.65 % 39.78 %
Pedestrian (Bird's Eye View) 55.61 % 47.77 % 45.17 %
Cyclist (Detection) 89.35 % 81.76 % 74.93 %
Cyclist (Orientation) 89.09 % 81.13 % 74.30 %
Cyclist (3D Detection) 84.02 % 70.37 % 62.57 %
Cyclist (Bird's Eye View) 85.69 % 74.06 % 67.11 %
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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