TELKOMNIKA Telecommunication, Computing, Electronics and Control
A comprehensive review of vehicle detection using computer vision
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
A comprehensive review of vehicle detection using computer vision
A comprehensive review of vehicle detection using computer vision
Subject
Computer vision
GMM
Intelligent transport system
KDE
Vehicle detection
GMM
Intelligent transport system
KDE
Vehicle detection
Description
A crucial step in designing intelligent transport systems (ITS) is vehicle detection.
The challenges of vehicle detection in urban roads arise because of camera position,
background variations, occlusion, multiple foreground objects as well as vehicle pose.
The current study provides a synopsis of state-of-the-art vehicle detection techniques,
which are categorized according to motion and appearance-based techniques starting
with frame differencing and background subtraction until feature extraction, a more
complicated model in comparison. The advantages and disadvantages among the tech-
niques are also highlighted with a conclusion as to the most accurate one for vehicle
detection.
The challenges of vehicle detection in urban roads arise because of camera position,
background variations, occlusion, multiple foreground objects as well as vehicle pose.
The current study provides a synopsis of state-of-the-art vehicle detection techniques,
which are categorized according to motion and appearance-based techniques starting
with frame differencing and background subtraction until feature extraction, a more
complicated model in comparison. The advantages and disadvantages among the tech-
niques are also highlighted with a conclusion as to the most accurate one for vehicle
detection.
Creator
Aymen Fadhil Abbas, Usman Ullah Sheikh, Fahad Taha AL-Dhief, Mohd Norzali Haji Mohd
Source
http://journal.uad.ac.id/index.php/TELKOMNIKA
Date
Dec 3, 2020
Contributor
peri irawan
Format
pdf
Language
english
Type
text
Files
Collection
Citation
Aymen Fadhil Abbas, Usman Ullah Sheikh, Fahad Taha AL-Dhief, Mohd Norzali Haji Mohd, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
A comprehensive review of vehicle detection using computer vision,” Repository Horizon University Indonesia, accessed February 5, 2025, https://repository.horizon.ac.id/items/show/3787.
A comprehensive review of vehicle detection using computer vision,” Repository Horizon University Indonesia, accessed February 5, 2025, https://repository.horizon.ac.id/items/show/3787.