Method

CMKD [CMKD]
https://github.com/Cc-Hy/CMKD

Submitted on 9 Feb. 2022 10:00 by
Yu Hong (ZheJiang University)

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

Method Description:
Cross-Modality Knowledge Distillation Network for
Monocular 3D Object Detection
Parameters:
None
Latex Bibtex:
@inproceedings{YuH-CMKD-ECCV2022,
author = {Yu Hong and
Hang Dai and
Yong Ding},
title = {Cross-Modality Knowledge
Distillation Network for Monocular 3D Object
Detection},
booktitle = {{ECCV}},
series = {Lecture Notes in Computer Science},
publisher = {Springer},
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) 95.14 % 90.28 % 83.91 %
Car (Orientation) 95.07 % 89.81 % 83.24 %
Car (3D Detection) 28.55 % 18.69 % 16.77 %
Car (Bird's Eye View) 38.98 % 25.82 % 22.80 %
Pedestrian (Detection) 61.04 % 46.84 % 42.92 %
Pedestrian (Orientation) 42.60 % 31.97 % 29.13 %
Pedestrian (3D Detection) 13.94 % 8.79 % 7.42 %
Pedestrian (Bird's Eye View) 16.03 % 10.28 % 8.85 %
Cyclist (Detection) 73.18 % 51.76 % 45.37 %
Cyclist (Orientation) 56.46 % 38.70 % 34.00 %
Cyclist (3D Detection) 12.52 % 6.67 % 6.34 %
Cyclist (Bird's Eye View) 14.66 % 8.15 % 7.23 %
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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