Method

DSFNet [DSFNet]


Submitted on 9 Apr. 2025 12:21 by
THURIMERLA PRASANTH (Indian Institute of Information Technology, Design and Manufacturing, Kancheepuram)

Running time:0.03 s
Environment:GPU @ 2.5 Ghz (Python)

Method Description:
LiDAR Sensor-Based Dual-Scale Fusion Approach for
Bird’s-Eye View Sensing in Autonomous Vehicles
Parameters:
ref paper
Latex Bibtex:
@article{prasanth2025lidar,
title={LiDAR Sensor-Based Dual-Scale Fusion
Approach for Bird’s-Eye View Sensing in Autonomous
Vehicles},
author={Prasanth, Thurimerla and Padhy, Ram
Prasad and Sivaselvan, B},
journal={IEEE Sensors Letters},
volume={10},
number={1},
pages={1--4},
year={2025},
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) 94.58 % 91.51 % 87.81 %
Car (Orientation) 94.53 % 91.30 % 87.48 %
Car (3D Detection) 80.65 % 70.44 % 65.03 %
Car (Bird's Eye View) 90.95 % 87.52 % 82.11 %
Pedestrian (Detection) 61.04 % 49.85 % 46.80 %
Pedestrian (Orientation) 51.90 % 41.47 % 38.47 %
Pedestrian (3D Detection) 43.19 % 34.60 % 31.85 %
Pedestrian (Bird's Eye View) 51.31 % 42.68 % 39.65 %
Cyclist (Detection) 81.30 % 69.81 % 63.08 %
Cyclist (Orientation) 80.09 % 68.54 % 61.85 %
Cyclist (3D Detection) 67.80 % 54.26 % 48.25 %
Cyclist (Bird's Eye View) 76.70 % 63.85 % 56.67 %
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