HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK
This work implements the' face recognition system based on two stages, the first stage is feature extraction stage and the second stage is the classification stage. The feature extraction stage consists of Self-Organizing Maps in a hierarchical format in conjunetion with Gabor Filters and loca...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
University of Baghdad
2005-12-01
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| Series: | Journal of Engineering |
| Online Access: | https://www.joe.uobaghdad.edu.iq/index.php/main/article/view/3310 |
| _version_ | 1797267055032926208 |
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| author | Tarik Zeyad Mohamed Fadhel |
| author_facet | Tarik Zeyad Mohamed Fadhel |
| author_sort | Tarik Zeyad |
| collection | DOAJ |
| description |
This work implements the' face recognition system based on two stages, the first stage is feature extraction stage and the second stage is the classification stage. The feature extraction stage consists of Self-Organizing Maps in a hierarchical format in conjunetion with Gabor Filters and local image sampling.The next stage is the classification stage, and consists of self-organizing map neural network; the goal of this stage is to find the similar image to the input image. The proposal method algorithm implemented by using C++ packages, this work is successful classifier for a face database consist of 20 people with six images for each person.
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| first_indexed | 2024-03-07T15:36:47Z |
| format | Article |
| id | doaj.art-7c259e8dded9467782b1e57f576d76a6 |
| institution | Directory Open Access Journal |
| issn | 1726-4073 2520-3339 |
| language | English |
| last_indexed | 2024-04-25T01:10:30Z |
| publishDate | 2005-12-01 |
| publisher | University of Baghdad |
| record_format | Article |
| series | Journal of Engineering |
| spelling | doaj.art-7c259e8dded9467782b1e57f576d76a62024-03-10T09:52:29ZengUniversity of BaghdadJournal of Engineering1726-40732520-33392005-12-01110410.31026/j.eng.2005.04.12HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK Tarik ZeyadMohamed Fadhel This work implements the' face recognition system based on two stages, the first stage is feature extraction stage and the second stage is the classification stage. The feature extraction stage consists of Self-Organizing Maps in a hierarchical format in conjunetion with Gabor Filters and local image sampling.The next stage is the classification stage, and consists of self-organizing map neural network; the goal of this stage is to find the similar image to the input image. The proposal method algorithm implemented by using C++ packages, this work is successful classifier for a face database consist of 20 people with six images for each person. https://www.joe.uobaghdad.edu.iq/index.php/main/article/view/3310 |
| spellingShingle | Tarik Zeyad Mohamed Fadhel HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK Journal of Engineering |
| title | HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK |
| title_full | HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK |
| title_fullStr | HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK |
| title_full_unstemmed | HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK |
| title_short | HUMAN FACE RECOGNITION USING GABOR FILTER AND SELF ORGANIZING MAP NEURAL NETWORK |
| title_sort | human face recognition using gabor filter and self organizing map neural network |
| url | https://www.joe.uobaghdad.edu.iq/index.php/main/article/view/3310 |
| work_keys_str_mv | AT tarikzeyad humanfacerecognitionusinggaborfilterandselforganizingmapneuralnetwork AT mohamedfadhel humanfacerecognitionusinggaborfilterandselforganizingmapneuralnetwork |