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Vehicle classification from images using deep learning

HE151.M63 2018

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Bibliographic Details
Main Author: Mohd 'Adli Faisal Hazim Abdullah
Format: text::Final Year Project
Language:English
Published: 2024
Subjects:
Transportation and communication
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spelling my.uniten.dspace-319142024-04-28T02:02:47Z Vehicle classification from images using deep learning Mohd 'Adli Faisal Hazim Abdullah Transportation and communication HE151.M63 2018 Real-time traffic information is an important part of transportation system to analyse and solve traffic problem. The goal is to avoid serious traffic congestion at highway tollbooth as the total number of road vehicles is expected to increase. The solution to improve the safety of travelling and to make traffic control and management better, real- time traffic information, number of passing vehicles, travel time, and vehicle classification data are necessary for road users and traffic administrations. This research was applying Deep Learning method to achieve classification objectives. This research also used Convolutional Deep Neural Network (CDNN) for training the machine learning. From this research, more than 90.0% of validation accuracy are achieve. The machine also achieve high rate of correct prediction on vehicle classes. 2024-04-23T01:20:38Z 2024-04-23T01:20:38Z 2018 Resource Types::text::Final Year Project https://irepository.uniten.edu.my/handle/123456789/31914 en application/pdf
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
language English
topic Transportation and communication
spellingShingle Transportation and communication
Mohd 'Adli Faisal Hazim Abdullah
Vehicle classification from images using deep learning
description HE151.M63 2018
format Resource Types::text::Final Year Project
author Mohd 'Adli Faisal Hazim Abdullah
author_facet Mohd 'Adli Faisal Hazim Abdullah
author_sort Mohd 'Adli Faisal Hazim Abdullah
title Vehicle classification from images using deep learning
title_short Vehicle classification from images using deep learning
title_full Vehicle classification from images using deep learning
title_fullStr Vehicle classification from images using deep learning
title_full_unstemmed Vehicle classification from images using deep learning
title_sort vehicle classification from images using deep learning
publishDate 2024
_version_ 1806428039662272512
score 13.222552

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