Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem
Image processing technique is a very powerful tool to be used in object detection and tracking especially in traffic monitoring. There are plenty of ways to perform image processing technique depends on its specific focus of interest. The one that have been implemented in this project utilise Gau...
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Format: | Monograph |
Language: | English |
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Universiti Sains Malaysia
2017
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Online Access: | http://eprints.usm.my/53396/1/Aerial%20Image%20Of%20Monitoring%20USM%20Campus%20Surrounding%20Area%20For%20Traffic%20Congestion%20Problem_Muhammad%20Iqmal%20Hakim%20%20Abd%20Kholiq_M4_2017.pdf |
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author | Kholiq, Muhammad Iqmal Hakim Abd |
author_facet | Kholiq, Muhammad Iqmal Hakim Abd |
author_sort | Kholiq, Muhammad Iqmal Hakim Abd |
collection | USM |
description | Image processing technique is a very powerful tool to be used in object detection and
tracking especially in traffic monitoring. There are plenty of ways to perform image
processing technique depends on its specific focus of interest. The one that have been
implemented in this project utilise Gaussian mixture model as the background segmentation
and subtraction to obtain the foreground image that contains dynamic elements. The
background elements contains static pixel which will be eliminated to observe the changes
and predict its update. Gaussian mixture model is very robust for vehicle tracking and useful
to observe the traffic condition on the road. Aerial imaging for foreground visual have been
implemented to eliminate the overlapped information obtain by the ground detection.
Foreground view for traffic monitoring also very convenient as it helps to eliminate the flaws
that might been encounter for the ground view. The monitoring view is wider and much
clearer as it overcome the vehicle overlapping problem for vehicles detection and tracking. |
first_indexed | 2024-03-06T15:56:01Z |
format | Monograph |
id | usm.eprints-53396 |
institution | Universiti Sains Malaysia |
language | English |
last_indexed | 2024-03-06T15:56:01Z |
publishDate | 2017 |
publisher | Universiti Sains Malaysia |
record_format | dspace |
spelling | usm.eprints-533962022-07-15T12:29:22Z http://eprints.usm.my/53396/ Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem Kholiq, Muhammad Iqmal Hakim Abd T Technology TJ1-1570 Mechanical engineering and machinery Image processing technique is a very powerful tool to be used in object detection and tracking especially in traffic monitoring. There are plenty of ways to perform image processing technique depends on its specific focus of interest. The one that have been implemented in this project utilise Gaussian mixture model as the background segmentation and subtraction to obtain the foreground image that contains dynamic elements. The background elements contains static pixel which will be eliminated to observe the changes and predict its update. Gaussian mixture model is very robust for vehicle tracking and useful to observe the traffic condition on the road. Aerial imaging for foreground visual have been implemented to eliminate the overlapped information obtain by the ground detection. Foreground view for traffic monitoring also very convenient as it helps to eliminate the flaws that might been encounter for the ground view. The monitoring view is wider and much clearer as it overcome the vehicle overlapping problem for vehicles detection and tracking. Universiti Sains Malaysia 2017-06-01 Monograph NonPeerReviewed application/pdf en http://eprints.usm.my/53396/1/Aerial%20Image%20Of%20Monitoring%20USM%20Campus%20Surrounding%20Area%20For%20Traffic%20Congestion%20Problem_Muhammad%20Iqmal%20Hakim%20%20Abd%20Kholiq_M4_2017.pdf Kholiq, Muhammad Iqmal Hakim Abd (2017) Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem. Project Report. Universiti Sains Malaysia, Pusat Pengajian Kejuruteraan Mekanik. (Submitted) |
spellingShingle | T Technology TJ1-1570 Mechanical engineering and machinery Kholiq, Muhammad Iqmal Hakim Abd Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title | Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title_full | Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title_fullStr | Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title_full_unstemmed | Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title_short | Aerial Image Of Monitoring USM Campus Surrounding Area For Traffic Congestion Problem |
title_sort | aerial image of monitoring usm campus surrounding area for traffic congestion problem |
topic | T Technology TJ1-1570 Mechanical engineering and machinery |
url | http://eprints.usm.my/53396/1/Aerial%20Image%20Of%20Monitoring%20USM%20Campus%20Surrounding%20Area%20For%20Traffic%20Congestion%20Problem_Muhammad%20Iqmal%20Hakim%20%20Abd%20Kholiq_M4_2017.pdf |
work_keys_str_mv | AT kholiqmuhammadiqmalhakimabd aerialimageofmonitoringusmcampussurroundingareafortrafficcongestionproblem |