Paper Abstract and Keywords |
Presentation |
2010-12-10 11:40
An Image Recognition System by Tree Structured SOM with Feature Learning Function Masahiro Ariizumi, Shuta Saito, Hakaru Tamukoh, Masatoshi Sekine (TUAT) PRMU2010-143 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we describe an image recognition system combining a tree structured Self Organizing Map(SOM) for feature learning, and a tree structured template for its image recognition mechanism. The feature learning capability is achieved by hierarchically constructing base vectors using the Haar wavelet transform followed by clustering of the resultant image based on the SOM and Gram-Schmidt Orthonormalization(GSO) algorithms. The image recognition mechanism utilizes these base vectors to form tree structured templates, by which an image is matched against hierarchically following the coarse to fine methodology. A face recognition application based on the proposed system was created in order to demonstrate its effectiveness. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
wavelet transform / multiple resolution analysis / Self-Organizing Map / Gram-Schmidt Orthonormalization / template matching / face image recognition / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 330, PRMU2010-143, pp. 97-102, Dec. 2010. |
Paper # |
PRMU2010-143 |
Date of Issue |
2010-12-02 (PRMU) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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PRMU2010-143 |
Conference Information |
Committee |
PRMU FM |
Conference Date |
2010-12-09 - 2010-12-10 |
Place (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2010-12-PRMU |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Image Recognition System by Tree Structured SOM with Feature Learning Function |
Sub Title (in English) |
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Keyword(1) |
wavelet transform |
Keyword(2) |
multiple resolution analysis |
Keyword(3) |
Self-Organizing Map |
Keyword(4) |
Gram-Schmidt Orthonormalization |
Keyword(5) |
template matching |
Keyword(6) |
face image recognition |
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Keyword(8) |
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1st Author's Name |
Masahiro Ariizumi |
1st Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
2nd Author's Name |
Shuta Saito |
2nd Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
3rd Author's Name |
Hakaru Tamukoh |
3rd Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
4th Author's Name |
Masatoshi Sekine |
4th Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
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Speaker |
Author-1 |
Date Time |
2010-12-10 11:40:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2010-143 |
Volume (vol) |
vol.110 |
Number (no) |
no.330 |
Page |
pp.97-102 |
#Pages |
6 |
Date of Issue |
2010-12-02 (PRMU) |