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| Presentation | 2011-03-09 15:00 An Improvement of Convolutional net by using of SIFT algorithm Yasuto Arakaki, Hayaru Shouno (UEC)  NC2010-200 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Image recognition technology has been used in various fields. However, The recognition of the nonconstant image such as handwriting image is still difficult. The solution to such problems seems to be referring to the architecture of visual processing in biology such as Lowe’s model , Convolutional Net. Lowe constructed model to combin the architecture of visual processing and template matching method. However, Lowe’s model include random sampling.So, the recognition rate was not stable. This report purposed to obtain the constant recognition rate. For this, We got in SIFT so that the randomness can be avoided in the system. We demonstrated recognition rate by using The MNIST database of handwritten digits, draw a comparison between The Lowe’s model and The improved model. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Convolutional Net / SIFT / Image recognition / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 461, NC2010-200, pp. 427-432, March 2011. | |
| Paper # | NC2010-200 | |
| Date of Issue | 2011-02-28 (NC) | |
| 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 | NC2010-200 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2011-03-07 - 2011-03-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2011-03-NC-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Improvement of Convolutional net by using of SIFT algorithm |
| Sub Title (in English) | |
| Keyword(1) | Convolutional Net |
| Keyword(2) | SIFT |
| Keyword(3) | Image recognition |
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| 1st Author's Name | Yasuto Arakaki |
| 1st Author's Affiliation | The University of Electro-Communications (UEC) |
| 2nd Author's Name | Hayaru Shouno |
| 2nd Author's Affiliation | The University of Electro-Communications (UEC) |
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| Speaker | Author-1 |
| Date Time | 2011-03-09 15:00:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2010-200 |
| Volume (vol) | vol.110 |
| Number (no) | no.461 |
| Page | pp.427-432 |
| #Pages | 6 |
| Date of Issue | 2011-02-28 (NC) |
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