Method

Fast-CLOCs [Fast-CLOCs]


Submitted on 10 Jun. 2021 03:14 by
Su Pang (MIchigan State University)

Running time:0.1 s
Environment:GPU @ 2.5 Ghz (Python)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@InProceedings{Pang_2022_WACV,
author = {Pang, Su and Morris, Daniel and
Radha, Hayder},
title = {Fast-CLOCs: Fast Camera-LiDAR
Object Candidates Fusion for 3D Object Detection},
booktitle = {Proceedings of the IEEE/CVF
Winter Conference on Applications of Computer
Vision (WACV)},
month = {January},
year = {2022},
pages = {187-196}
}

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) 96.69 % 95.75 % 90.95 %
Car (Orientation) 96.66 % 95.57 % 90.70 %
Car (3D Detection) 89.10 % 80.35 % 76.99 %
Car (Bird's Eye View) 93.03 % 89.49 % 86.40 %
Pedestrian (Detection) 76.22 % 62.57 % 60.13 %
Pedestrian (Orientation) 70.93 % 57.35 % 54.48 %
Pedestrian (3D Detection) 52.10 % 42.72 % 39.08 %
Pedestrian (Bird's Eye View) 57.19 % 48.27 % 44.55 %
Cyclist (Detection) 89.73 % 75.07 % 67.93 %
Cyclist (Orientation) 89.54 % 74.74 % 67.54 %
Cyclist (3D Detection) 82.83 % 65.31 % 57.43 %
Cyclist (Bird's Eye View) 83.34 % 67.55 % 59.61 %
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.
This figure as: png eps pdf txt gnuplot




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