Design and development of image processing algorithms for quantitative road traffic data analysis

Vision based road traffic analysis plays a vital role in modern traffic system. It introduced automation for image processing that is capable of collecting statistical traffic data while obsoleting manual counting. This allows agency to monitor traffic patterns and implement relevant measures to red...

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Main Author: Teo, Cleary Tze Kai.
Other Authors: Mohammed Yakoob Siyal
Format: Final Year Project
Language:English
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10356/44929
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-449292023-07-07T17:30:41Z Design and development of image processing algorithms for quantitative road traffic data analysis Teo, Cleary Tze Kai. Mohammed Yakoob Siyal School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering Vision based road traffic analysis plays a vital role in modern traffic system. It introduced automation for image processing that is capable of collecting statistical traffic data while obsoleting manual counting. This allows agency to monitor traffic patterns and implement relevant measures to reduce congestion, especially during peak periods. In this project, various edge detection algorithms are used to study the surrounding light sensitivity, focusing on the transition from day to night for road traffic data analysis. A Matlab GUI is developed for the simulation. The traffic data algorithms are designed for vehicle count, vehicle speed and road usage. Window based detection is adopted to detect pixels within the detection zone that will trigger the traffic data algorithms. Other image segmentation methods such as background difference, inter-frame difference, binary image conversion and quadtree decomposition are incorporated for comparison in the initial analysis. Bachelor of Engineering 2011-06-07T03:16:20Z 2011-06-07T03:16:20Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/44929 en Nanyang Technological University 73 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Teo, Cleary Tze Kai.
Design and development of image processing algorithms for quantitative road traffic data analysis
description Vision based road traffic analysis plays a vital role in modern traffic system. It introduced automation for image processing that is capable of collecting statistical traffic data while obsoleting manual counting. This allows agency to monitor traffic patterns and implement relevant measures to reduce congestion, especially during peak periods. In this project, various edge detection algorithms are used to study the surrounding light sensitivity, focusing on the transition from day to night for road traffic data analysis. A Matlab GUI is developed for the simulation. The traffic data algorithms are designed for vehicle count, vehicle speed and road usage. Window based detection is adopted to detect pixels within the detection zone that will trigger the traffic data algorithms. Other image segmentation methods such as background difference, inter-frame difference, binary image conversion and quadtree decomposition are incorporated for comparison in the initial analysis.
author2 Mohammed Yakoob Siyal
author_facet Mohammed Yakoob Siyal
Teo, Cleary Tze Kai.
format Final Year Project
author Teo, Cleary Tze Kai.
author_sort Teo, Cleary Tze Kai.
title Design and development of image processing algorithms for quantitative road traffic data analysis
title_short Design and development of image processing algorithms for quantitative road traffic data analysis
title_full Design and development of image processing algorithms for quantitative road traffic data analysis
title_fullStr Design and development of image processing algorithms for quantitative road traffic data analysis
title_full_unstemmed Design and development of image processing algorithms for quantitative road traffic data analysis
title_sort design and development of image processing algorithms for quantitative road traffic data analysis
publishDate 2011
url http://hdl.handle.net/10356/44929
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