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| Presentation | 2012-12-13 15:15 Higher-Order Moment Orders and Performance in Texture Classification using Support Vector Machines Trung Nguyen Bao Phan, Keisuke Kameyama (Univ. of Tsukuba)  PRMU2012-75 HIP2012-64 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Conventionally, local moment functions (local autocorrelation functions) of orders up to 3 have been widely used as features for image texture classification. This is mainly due to the high dimensionality of higher order moment function feature space. By using the Higher-Order Moment (HOM) kernel function, moment features of higher order can become a practical alternative. In this report we used a Support Vector Machine with the HOM kernel function for texture classification, especially focusing on the use of orders higher than 5. From the experimental results, it was found that the classification accuracy is higher when the order is even. Also, we found that as the order becomes higher, the classifier becomes sensitive to the change of testing data. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Higher-order moment / Kernel / Texture classification / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 357, PRMU2012-75, pp. 31-36, Dec. 2012. | |
| Paper # | PRMU2012-75 | |
| Date of Issue | 2012-12-06 (PRMU, HIP) | |
| 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) | |
| Download PDF | PRMU2012-75 HIP2012-64 |
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| Conference Information | |
| Committee | PRMU HIP |
| Conference Date | 2012-12-13 - 2012-12-14 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2012-12-PRMU-HIP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Higher-Order Moment Orders and Performance in Texture Classification using Support Vector Machines |
| Sub Title (in English) | |
| Keyword(1) | Higher-order moment |
| Keyword(2) | Kernel |
| Keyword(3) | Texture classification |
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| 1st Author's Name | Trung Nguyen Bao Phan |
| 1st Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
| 2nd Author's Name | Keisuke Kameyama |
| 2nd Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
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| Speaker | Author-1 |
| Date Time | 2012-12-13 15:15:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | PRMU2012-75, HIP2012-64 |
| Volume (vol) | vol.112 |
| Number (no) | no.357(PRMU), no.358(HIP) |
| Page | pp.31-36 |
| #Pages | 6 |
| Date of Issue | 2012-12-06 (PRMU, HIP) |
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