A new technique based on intensity distribution graphs for the extraction of traffic flow rate and vehicle speed
Other Title(s)
أسلوب جديد مبني على رسومات توزيع الإضاءة لاستخلاص معدل التدفق المروري و سرعة العربة
Joint Authors
Abu Samrah, Jibrail al-Amin Muhammad
Abd al-Qadir, Umar
Source
Journal of King Abdulaziz University : Computing and Information Technology Sciences
Issue
Vol. 1, Issue 2 (31 Dec. 2012), pp.1-24, 24 p.
Publisher
King Abdul Aziz University Faculty of Computing and Information Technology
Publication Date
2012-12-31
Country of Publication
Saudi Arabia
No. of Pages
24
Main Subjects
Abstract EN
This paper introduces a new visual system which allows analysis of traffic behavior on freeways and highways, using a video camera mounted on a relatively high place (such as a bridge).
A new technique based on spatial and temporal intensity distribution is introduced to determine the road traffic parameters: average speed (AVSP) and average flow rate (AVFL).
After performing many steps including automatic detection of the Region Of Interest (ROI) and camera orientation, background subtraction and Inverse Perspective Mapping (IPM), an Intensity Distribution Graph (IDG) is built for the current frame.
The (IDG) is then transformed into a single Grayscale Image Line (GIL).
A certain number (N) of GILs representing N frames are concatenated to build a Vehicle Tracking Diagram image (VTD) which gives a whole view of the traffic flow in the ROI during a specific period T.
Using the VTD we can visualize the vehicles trajectories, speeds and estimate AVFL.
By applying edge detection and Hough Line transform on the VTD, AVSP is estimated.
The system has been implemented using MATLAB as an offline application.
The results were encouraging, reaching 97 % accuracy for the AVSP and AVFL.
Further code optimization is needed for online monitoring.
American Psychological Association (APA)
Abu Samrah, Jibrail al-Amin Muhammad& Abd al-Qadir, Umar. 2012. A new technique based on intensity distribution graphs for the extraction of traffic flow rate and vehicle speed. Journal of King Abdulaziz University : Computing and Information Technology Sciences،Vol. 1, no. 2, pp.1-24.
https://search.emarefa.net/detail/BIM-700855
Modern Language Association (MLA)
Abu Samrah, Jibrail al-Amin Muhammad& Abd al-Qadir, Umar. A new technique based on intensity distribution graphs for the extraction of traffic flow rate and vehicle speed. Journal of King Abdulaziz University : Computing and Information Technology Sciences Vol. 1, no. 2 (2012), pp.1-24.
https://search.emarefa.net/detail/BIM-700855
American Medical Association (AMA)
Abu Samrah, Jibrail al-Amin Muhammad& Abd al-Qadir, Umar. A new technique based on intensity distribution graphs for the extraction of traffic flow rate and vehicle speed. Journal of King Abdulaziz University : Computing and Information Technology Sciences. 2012. Vol. 1, no. 2, pp.1-24.
https://search.emarefa.net/detail/BIM-700855
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 22-23
Record ID
BIM-700855