Method

Efficient Online Transfer Learning [EOTL]
TBD

Submitted on 11 Jan. 2023 16:03 by
Rui YANG (UTBM)

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

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@article{yang2023efficient,
title={Efficient Online Transfer Learning for Road
Participants Detection in Autonomous Driving},
author={Yang, Rui and Yan, Zhi and Yang, Tao and
Wang, Yaonan and Ruichek, Yassine},
journal={IEEE Sensors Journal},
year={2023},
publisher={IEEE}
}

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) 96.31 % 91.17 % 81.20 %
Car (Orientation) 96.14 % 90.67 % 80.59 %
Car (3D Detection) 79.97 % 69.13 % 58.57 %
Car (Bird's Eye View) 89.10 % 83.14 % 71.41 %
Pedestrian (Detection) 84.74 % 71.45 % 64.58 %
Pedestrian (Orientation) 68.99 % 57.17 % 51.48 %
Pedestrian (3D Detection) 48.65 % 40.11 % 35.99 %
Pedestrian (Bird's Eye View) 56.52 % 47.80 % 43.36 %
Cyclist (Detection) 85.62 % 76.88 % 66.04 %
Cyclist (Orientation) 82.07 % 72.37 % 62.06 %
Cyclist (3D Detection) 75.20 % 58.96 % 50.41 %
Cyclist (Bird's Eye View) 81.44 % 65.76 % 56.47 %
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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