Road traffic monitoring based on adaptive sensing of motion flows

Road Traffic Monitoring Based on Adaptive Sensing of Motion Flows‟ is a final year project that aims to develop a real time computer vision system that can analyze traffic data, detecting traffic incidents and alert the user hence immediate actions can be taken. In this report, theoretical aspects o...

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Main Author: Lin, ShiKai.
Other Authors: Ang Yew Hock
Format: Final Year Project
Language:English
Published: 2009
Subjects:
Online Access:http://hdl.handle.net/10356/17930
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-179302023-07-07T17:58:29Z Road traffic monitoring based on adaptive sensing of motion flows Lin, ShiKai. Ang Yew Hock School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering Road Traffic Monitoring Based on Adaptive Sensing of Motion Flows‟ is a final year project that aims to develop a real time computer vision system that can analyze traffic data, detecting traffic incidents and alert the user hence immediate actions can be taken. In this report, theoretical aspects of computer vision techniques used in the development of the program are explained in details. These techniques include grayscaling and median filtering being applied before image differencing is used for analysis of the traffic flow. The technical aspects of the program are also discussed and evaluated. The proposed system is able to load a video clip or using live streaming for analysis. The system is built primarily on image differencing methods and it is able to recognize the region of motion, the foreground objects as well as detecting static objects on the road which can be a road hazard. The evaluation of the system showed that the program works extremely well during the day time but the reliability of the program drops when the weather changes or due to unstable lighting conditions. Future recommendations discuss about the areas where improvements are needed. Bachelor of Engineering 2009-06-18T02:06:16Z 2009-06-18T02:06:16Z 2009 2009 Final Year Project (FYP) http://hdl.handle.net/10356/17930 en Nanyang Technological University 72 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
Lin, ShiKai.
Road traffic monitoring based on adaptive sensing of motion flows
description Road Traffic Monitoring Based on Adaptive Sensing of Motion Flows‟ is a final year project that aims to develop a real time computer vision system that can analyze traffic data, detecting traffic incidents and alert the user hence immediate actions can be taken. In this report, theoretical aspects of computer vision techniques used in the development of the program are explained in details. These techniques include grayscaling and median filtering being applied before image differencing is used for analysis of the traffic flow. The technical aspects of the program are also discussed and evaluated. The proposed system is able to load a video clip or using live streaming for analysis. The system is built primarily on image differencing methods and it is able to recognize the region of motion, the foreground objects as well as detecting static objects on the road which can be a road hazard. The evaluation of the system showed that the program works extremely well during the day time but the reliability of the program drops when the weather changes or due to unstable lighting conditions. Future recommendations discuss about the areas where improvements are needed.
author2 Ang Yew Hock
author_facet Ang Yew Hock
Lin, ShiKai.
format Final Year Project
author Lin, ShiKai.
author_sort Lin, ShiKai.
title Road traffic monitoring based on adaptive sensing of motion flows
title_short Road traffic monitoring based on adaptive sensing of motion flows
title_full Road traffic monitoring based on adaptive sensing of motion flows
title_fullStr Road traffic monitoring based on adaptive sensing of motion flows
title_full_unstemmed Road traffic monitoring based on adaptive sensing of motion flows
title_sort road traffic monitoring based on adaptive sensing of motion flows
publishDate 2009
url http://hdl.handle.net/10356/17930
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