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| Presentation | 2011-12-16 15:15 Robust Image Matching by Multiple LS-SVMs Toshitaka Shimizu, Hajimu Kawakami (Ryukoku Univ)  PRMU2011-143 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper describes a method of designing robust classifiers of multi-class image data with multiple LS-SVMs.We first introduce an idea of the ECOC(error-correcting output code) to cause the multiple LS-SVMs to be robust.We then propose a learning method for the multiple LS-SVMs with considering the properties of the ECOC and a method of identifying multi-class image data with the multiple LS-SVMsin consideration of the properties inherent in the LS-SVM.To show effectiveness in the proposed methods, we made experiments of identifying 4-class image data in the presence of noise. The experimental results show the proposed methods possess robustness in the presence of noise. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Robust image recognition / LS-SVM / multiple classifier systems / error-correcting output code / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 353, PRMU2011-143, pp. 107-112, Dec. 2011. | |
| Paper # | PRMU2011-143 | |
| Date of Issue | 2011-12-08 (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) | |
| Download PDF | PRMU2011-143 |
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| Conference Information | |
| Committee | PRMU FM |
| Conference Date | 2011-12-15 - 2011-12-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hamamatsu Campus, Shizuoka Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2011-12-PRMU-FM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Robust Image Matching by Multiple LS-SVMs |
| Sub Title (in English) | |
| Keyword(1) | Robust image recognition |
| Keyword(2) | LS-SVM |
| Keyword(3) | multiple classifier systems |
| Keyword(4) | error-correcting output code |
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| 1st Author's Name | Toshitaka Shimizu |
| 1st Author's Affiliation | Graduate School of Ryukoku University (Ryukoku Univ) |
| 2nd Author's Name | Hajimu Kawakami |
| 2nd Author's Affiliation | Ryukoku University (Ryukoku Univ) |
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| Speaker | Author-1 |
| Date Time | 2011-12-16 15:15:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | PRMU2011-143 |
| Volume (vol) | vol.111 |
| Number (no) | no.353 |
| Page | pp.107-112 |
| #Pages | 6 |
| Date of Issue | 2011-12-08 (PRMU) |
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