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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| Format: | Student Project |
| Language: | English |
| Published: |
Faculty of Computer and Mathematical Sciences
2005
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| Subjects: | |
| Online Access: | https://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf |
| _version_ | 1825733641362210816 |
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| author | Abdul Ghafar, Nor Hamidah |
| author_facet | Abdul Ghafar, Nor Hamidah |
| author_sort | Abdul Ghafar, Nor Hamidah |
| collection | UITM |
| 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. |
| first_indexed | 2024-03-06T01:20:08Z |
| format | Student Project |
| id | oai:ir.uitm.edu.my:1766 |
| institution | Universiti Teknologi MARA |
| language | English |
| last_indexed | 2024-03-06T01:20:08Z |
| publishDate | 2005 |
| publisher | Faculty of Computer and Mathematical Sciences |
| record_format | dspace |
| spelling | oai:ir.uitm.edu.my:17662019-11-14T04:49:41Z https://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 https://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar. (2005) [Student Project] (Unpublished) |
| spellingShingle | Electronic Computers. Computer Science Abdul Ghafar, Nor Hamidah Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar |
| title | 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_short | Logo recognition using Artificial Neural Network (ANN) / Nor Hamidah Abdul Ghafar |
| title_sort | logo recognition using artificial neural network ann nor hamidah abdul ghafar |
| topic | Electronic Computers. Computer Science |
| url | https://ir.uitm.edu.my/id/eprint/1766/1/PPb_NOR%20HAMIDAH%20ABDUL%20GHAFAR%20CS%2005_5%20P01.pdf |
| work_keys_str_mv | AT abdulghafarnorhamidah logorecognitionusingartificialneuralnetworkannnorhamidahabdulghafar |