Paper Abstract and Keywords |
Presentation |
2007-02-22 15:15
On using the Self Organizing Map in Face Recognition Alaa Sagheer (Kyushu University), Naoyuki Tsuruta (Fukuoka University), Rin-Ichiro Taniguchi (Kyushu University), Sakashi Maeda (Fukuoka University) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Self Organizing Map (SOM) is a wide spread neural network approach based on unsupervised learning paradigm 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 utilize against illumination or lightening 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 illumination. To validate our system we use the CMU-PIE database and make a comparison between our approach and other reported approaches. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
self organizing maps / feature extraction / face recognition / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 106, no. 538, PRMU2006-214, pp. 47-52, Feb. 2007. |
Paper # |
PRMU2006-214 |
Date of Issue |
2007-02-15 (PRMU, HIP) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
PRMU HIP |
Conference Date |
2007-02-22 - 2007-02-23 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2007-02-PRMU-HIP |
Language |
English |
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 |
Sub Title (in English) |
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Keyword(1) |
self organizing maps |
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feature extraction |
Keyword(3) |
face recognition |
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1st Author's Name |
Alaa Sagheer |
1st Author's Affiliation |
Kyushu University (Kyushu University) |
2nd Author's Name |
Naoyuki Tsuruta |
2nd Author's Affiliation |
Fukuoka University (Fukuoka University) |
3rd Author's Name |
Rin-Ichiro Taniguchi |
3rd Author's Affiliation |
Kyushu University (Kyushu University) |
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Sakashi Maeda |
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Fukuoka University (Fukuoka University) |
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Speaker |
Author-1 |
Date Time |
2007-02-22 15:15:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2006-214, HIP2006-107 |
Volume (vol) |
vol.106 |
Number (no) |
no.538(PRMU), no.540(HIP) |
Page |
pp.47-52 |
#Pages |
6 |
Date of Issue |
2007-02-15 (PRMU, HIP) |