Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar

This project is about logo recognition using Artificial Neural Network (ANN). In order to recognize the logo, a training phase using back propagation technique was implemented. Based on study of existing research, many image and pattern recognition has been done by using Artificial Neural Network...

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Main Author: Abdul Ghafar, Nor Hamidah
Format: Student Project
Language:English
Published: Faculty of Computer and Mathematical Sciences 2005
Subjects:
Online Access:http://ir.uitm.edu.my/id/eprint/1766/
http://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf
id uitm-1766
recordtype eprints
spelling uitm-17662019-11-14T04:49:41Z http://ir.uitm.edu.my/id/eprint/1766/ Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar Abdul Ghafar, Nor Hamidah Electronic computers. Computer science This project is about logo recognition using Artificial Neural Network (ANN). In order to recognize the logo, a training phase using back propagation technique was implemented. Based on study of existing research, many image and pattern recognition has been done by using Artificial Neural Network and back propagation technique. Logo was scanned or captured trough the Internet. There are five logo and each logo have four different size or fi-om different source. Logo must firstly done process of pre-processing by using MatLab 6.5 in order to normalize the logo to a specific size and for noise removal. In addition, the edge detection for the logo also used MatLab 6.5 to get the logo parameter and transform the logo into binary representation. The binary representation was used for the input node of neural network for back propagation training algorithm. To ensure a good performance of logo recognition prototype, numbers of experiments are done by adjusting the parameters of back propagation training algorithm. Finally, this research found that Artificial Neural Network and back propagation algorithm is suitable for image and pattern recognition. Faculty of Computer and Mathematical Sciences 2005 Student Project NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf Abdul Ghafar, Nor Hamidah (2005) Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar. [Student Project] (Unpublished)
repository_type Digital Repository
institution_category Local University
institution Universiti Teknologi MARA
building UiTM Institutional Repository
collection Online Access
language English
topic Electronic computers. Computer science
spellingShingle Electronic computers. Computer science
Abdul Ghafar, Nor Hamidah
Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
description This project is about logo recognition using Artificial Neural Network (ANN). In order to recognize the logo, a training phase using back propagation technique was implemented. Based on study of existing research, many image and pattern recognition has been done by using Artificial Neural Network and back propagation technique. Logo was scanned or captured trough the Internet. There are five logo and each logo have four different size or fi-om different source. Logo must firstly done process of pre-processing by using MatLab 6.5 in order to normalize the logo to a specific size and for noise removal. In addition, the edge detection for the logo also used MatLab 6.5 to get the logo parameter and transform the logo into binary representation. The binary representation was used for the input node of neural network for back propagation training algorithm. To ensure a good performance of logo recognition prototype, numbers of experiments are done by adjusting the parameters of back propagation training algorithm. Finally, this research found that Artificial Neural Network and back propagation algorithm is suitable for image and pattern recognition.
format Student Project
author Abdul Ghafar, Nor Hamidah
author_facet Abdul Ghafar, Nor Hamidah
author_sort Abdul Ghafar, Nor Hamidah
title Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
title_short Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
title_full Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
title_fullStr Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
title_full_unstemmed Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar
title_sort logo recognition using artificial neural network (ann) / nor hamidah abdul ghafar
publisher Faculty of Computer and Mathematical Sciences
publishDate 2005
url http://ir.uitm.edu.my/id/eprint/1766/
http://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf
first_indexed 2023-09-18T22:46:18Z
last_indexed 2023-09-18T22:46:18Z
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