Presentation | 2007-02-22 On using the Self Organizing Map in Face Recognition Alaa SAGHEER, Nayouki TSURUTA, Rin-Ichiro TANIGUCHI, Sakashi MAEDA, |
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Abstract(in English) | The Self Organizing Map (SOM) is one of the most widely used neural network paradigm based on unsupervised competitive learning and can be utilized in a broad area of pattern recognition domain. Though SOM is used in some face recognition applications, it still did not utilized against pose and illumination variations in face based applications. In this paper we use SOM as a feature extractor and SVM as a feature recognizer to perform a complete face recognition system across pose and illumination. To validate our system we use the CMU-PIE database and make a comparison between our approach and other reported approach. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Self Organizing Map / Feature Extraction / Face recognition across pose and illumination |
Paper # | PRMU2006-214,HIP2006-107 |
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Committee | PRMU |
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Conference Date | 2007/2/15(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | On using the Self Organizing Map in Face Recognition |
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Keyword(1) | Self Organizing Map |
Keyword(2) | Feature Extraction |
Keyword(3) | Face recognition across pose and illumination |
1st Author's Name | Alaa SAGHEER |
1st Author's Affiliation | Department of Intelligent Systems, Kyushu University() |
2nd Author's Name | Nayouki TSURUTA |
2nd Author's Affiliation | Department of Electronics Engineering and Computer Science, Fukuoka University |
3rd Author's Name | Rin-Ichiro TANIGUCHI |
3rd Author's Affiliation | Department of Intelligent Systems, Kyushu University |
4th Author's Name | Sakashi MAEDA |
4th Author's Affiliation | Department of Electronics Engineering and Computer Science, Fukuoka University |
Date | 2007-02-22 |
Paper # | PRMU2006-214,HIP2006-107 |
Volume (vol) | vol.106 |
Number (no) | 538 |
Page | pp.pp.- |
#Pages | 6 |
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