The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah

The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah

In this thesis, an investigation on lane and vehicle tracking on a highway is carried out. The highway is chosen as the test ground due to the one-way flow of traffic, relative straightness of the road and consists of mostly automobiles. This study describes the development of a mid-line generation...

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Bibliographic Details
Main Author: Mohd Faizal Abdullah, Erma Rahayu
Format: Thesis
Language:English
Published: 2013
Subjects:
Operating systems (Computers)
Malaysia
Online Access:http://ir.uitm.edu.my/id/eprint/15172/
http://ir.uitm.edu.my/id/eprint/15172/1/TP_ERMA%20RAHAYU%20MOHD%20FAIZAL%20ABDULLAH%20EE%2013_5.pdf
id uitm-15172
recordtype eprints
spelling uitm-151722016-10-25T04:13:14Z http://ir.uitm.edu.my/id/eprint/15172/ The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah Mohd Faizal Abdullah, Erma Rahayu Operating systems (Computers) Malaysia In this thesis, an investigation on lane and vehicle tracking on a highway is carried out. The highway is chosen as the test ground due to the one-way flow of traffic, relative straightness of the road and consists of mostly automobiles. This study describes the development of a mid-line generation technique on the road as guidance for drivers to stay in the centre of the road lane they are currently driving on. The technique detects and tracks road lane in a video sequence and draws a virtual mid-line on the screen to guide the driver to stay centred within the lane. As a safety measure, the system will notify the driver with a warning signal if the vehicle zigzags across the lane. If the driver crosses onto another lane, the system will automatically update the new detection on left and right boundaries of the new lane and calculate the mid-line. Furthermore, the system will classify the vehicle into their proper group in order to estimate the distance between the target vehicle and the preceding vehicle. The system works thoroughly when the edges of the preceding vehicle are detected. The detected edges will create a bounding box. The box will be recognised by the back-propagation artificial neural network to classify it into heavy or light vehicle group. Based on the size of the bounding box, the system will then estimate the distance within the target vehicle and the preceding vehicle. To that effect, the objective of this study is to develop a low cost competitive safety system on the road.In order to achieve this, a basic video camera without thermal or infrared function is used to complete the task in this system 2013 Thesis NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/15172/1/TP_ERMA%20RAHAYU%20MOHD%20FAIZAL%20ABDULLAH%20EE%2013_5.pdf Mohd Faizal Abdullah, Erma Rahayu (2013) The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah. PhD thesis, Universiti Teknologi MARA.
repository_type Digital Repository
institution_category Local University
institution Universiti Teknologi MARA
building UiTM Institutional Repository
collection Online Access
language English
topic Operating systems (Computers)
Malaysia
spellingShingle Operating systems (Computers)
Malaysia
Mohd Faizal Abdullah, Erma Rahayu
The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
description In this thesis, an investigation on lane and vehicle tracking on a highway is carried out. The highway is chosen as the test ground due to the one-way flow of traffic, relative straightness of the road and consists of mostly automobiles. This study describes the development of a mid-line generation technique on the road as guidance for drivers to stay in the centre of the road lane they are currently driving on. The technique detects and tracks road lane in a video sequence and draws a virtual mid-line on the screen to guide the driver to stay centred within the lane. As a safety measure, the system will notify the driver with a warning signal if the vehicle zigzags across the lane. If the driver crosses onto another lane, the system will automatically update the new detection on left and right boundaries of the new lane and calculate the mid-line. Furthermore, the system will classify the vehicle into their proper group in order to estimate the distance between the target vehicle and the preceding vehicle. The system works thoroughly when the edges of the preceding vehicle are detected. The detected edges will create a bounding box. The box will be recognised by the back-propagation artificial neural network to classify it into heavy or light vehicle group. Based on the size of the bounding box, the system will then estimate the distance within the target vehicle and the preceding vehicle. To that effect, the objective of this study is to develop a low cost competitive safety system on the road.In order to achieve this, a basic video camera without thermal or infrared function is used to complete the task in this system
format Thesis
author Mohd Faizal Abdullah, Erma Rahayu
author_facet Mohd Faizal Abdullah, Erma Rahayu
author_sort Mohd Faizal Abdullah, Erma Rahayu
title The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
title_short The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
title_full The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
title_fullStr The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
title_full_unstemmed The development of a driver assist system with distance estimation using a single camera / Erma Rahayu Mohd Faizal Abdullah
title_sort development of a driver assist system with distance estimation using a single camera / erma rahayu mohd faizal abdullah
publishDate 2013
url http://ir.uitm.edu.my/id/eprint/15172/
http://ir.uitm.edu.my/id/eprint/15172/1/TP_ERMA%20RAHAYU%20MOHD%20FAIZAL%20ABDULLAH%20EE%2013_5.pdf
first_indexed 2023-09-18T22:53:16Z
last_indexed 2023-09-18T22:53:16Z
_version_ 1777417685562294272

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