Method

Disparity-Based Multiscale Fusion Network [st] [DMF]


Submitted on 21 Jan. 2022 07:44 by
ying song (hdu)

Running time:0.2 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
DMF
Parameters:
DMF
Latex Bibtex:
@article{chen2022DMF,
title={Disparity-Based Multiscale Fusion Network for
Transportation Detection},
author={J. Chen, Q. Wang, W. Peng, H. Xu, X. Li and
W. Xu},
journal={IEEE Transactions on Intelligent
Transportation Systems},
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) 89.50 % 85.49 % 82.52 %
Car (Orientation) 89.42 % 85.20 % 82.07 %
Car (3D Detection) 77.55 % 67.33 % 62.44 %
Car (Bird's Eye View) 84.64 % 80.29 % 76.05 %
Pedestrian (Detection) 52.99 % 43.43 % 41.29 %
Pedestrian (Orientation) 39.86 % 32.00 % 30.12 %
Pedestrian (3D Detection) 37.21 % 29.77 % 27.62 %
Pedestrian (Bird's Eye View) 42.08 % 34.92 % 32.69 %
Cyclist (Detection) 74.69 % 63.39 % 56.96 %
Cyclist (Orientation) 71.83 % 60.85 % 54.58 %
Cyclist (3D Detection) 65.51 % 51.33 % 45.05 %
Cyclist (Bird's Eye View) 71.92 % 57.99 % 51.55 %
This table as LaTeX


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



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



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



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



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



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



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



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



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



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



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



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




eXTReMe Tracker