Method

LiDAR-only pseudo point cloud generation for 3D object detection. [L-AUG]


Submitted on 14 Sep. 2023 18:33 by
Idriss Gouigah (Halmstad University)

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

Method Description:
Pseudo point cloud generation in a LiDAR-only
framework. Provides LiDAR semantic segmentation and
improved detection results.
Parameters:
alpha=0.2
Latex Bibtex:
@misc{cortinhal2023semanticsaware,
title={Semantics-aware LiDAR-Only Pseudo Point
Cloud Generation for 3D Object Detection},
author={Tiago Cortinhal and Idriss Gouigah and
Eren Erdal Aksoy},
year={2023},
eprint={2309.08932},
archivePrefix={arXiv},
primaryClass={cs.CV}
}

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) 95.84 % 94.92 % 92.22 %
Car (Orientation) 95.80 % 94.76 % 91.94 %
Car (3D Detection) 90.53 % 83.84 % 79.10 %
Car (Bird's Eye View) 94.52 % 91.00 % 88.08 %
Pedestrian (Detection) 65.71 % 54.61 % 51.67 %
Pedestrian (Orientation) 58.42 % 47.59 % 44.64 %
Pedestrian (3D Detection) 46.76 % 39.07 % 35.74 %
Pedestrian (Bird's Eye View) 50.32 % 42.84 % 40.29 %
Cyclist (Detection) 83.88 % 73.43 % 68.12 %
Cyclist (Orientation) 83.69 % 73.07 % 67.72 %
Cyclist (3D Detection) 73.32 % 59.30 % 53.74 %
Cyclist (Bird's Eye View) 75.41 % 62.56 % 56.86 %
This table as LaTeX


2D object detection results.
This figure as: png eps txt gnuplot



Orientation estimation results.
This figure as: png eps txt gnuplot



3D object detection results.
This figure as: png eps txt gnuplot



Bird's eye view results.
This figure as: png eps txt gnuplot



2D object detection results.
This figure as: png eps txt gnuplot



Orientation estimation results.
This figure as: png eps txt gnuplot



3D object detection results.
This figure as: png eps txt gnuplot



Bird's eye view results.
This figure as: png eps txt gnuplot



2D object detection results.
This figure as: png eps txt gnuplot



Orientation estimation results.
This figure as: png eps txt gnuplot



3D object detection results.
This figure as: png eps txt gnuplot



Bird's eye view results.
This figure as: png eps txt gnuplot




eXTReMe Tracker