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| Presentation | 2011-02-17 10:00 Large Scale Image Classification using Metric based on Correlation between Multiple Image Features and Class Labels Yoshitaka Ushiku, Yuya Yamashita, Jun Imura, Hideki Nakayama, Tatsuya Harada, Yasuo Kuniyoshi (Tokyo Univ.)  PRMU2010-208 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we propose a scalable image recognition method for both image classification and image annotation. We first employ Kernel PCA to embed non-linear metrics of image features onto an Euclidean space. Appropriate distance metric in latent space can be obtained by considering both image and label information with Canonical Contextual Distance. Categories of query images are predicted from near training samples. We took part in ILSVRC2010, which is a workshop for large scale image classification, and we took the third place. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Generic Object Recognition / Image Classification / Image Annotation / KPCA / PCCA / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 414, PRMU2010-208, pp. 1-6, Feb. 2011. | |
| Paper # | PRMU2010-208 | |
| Date of Issue | 2011-02-10 (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 | PRMU2010-208 |
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| Conference Information | |
| Committee | PRMU |
| Conference Date | 2011-02-17 - 2011-02-18 |
| 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 | 2011-02-PRMU |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Large Scale Image Classification using Metric based on Correlation between Multiple Image Features and Class Labels |
| Sub Title (in English) | |
| Keyword(1) | Generic Object Recognition |
| Keyword(2) | Image Classification |
| Keyword(3) | Image Annotation |
| Keyword(4) | KPCA |
| Keyword(5) | PCCA |
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| 1st Author's Name | Yoshitaka Ushiku |
| 1st Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 2nd Author's Name | Yuya Yamashita |
| 2nd Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 3rd Author's Name | Jun Imura |
| 3rd Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 4th Author's Name | Hideki Nakayama |
| 4th Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 5th Author's Name | Tatsuya Harada |
| 5th Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 6th Author's Name | Yasuo Kuniyoshi |
| 6th Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
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| Speaker | Author-1 |
| Date Time | 2011-02-17 10:00:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | PRMU2010-208 |
| Volume (vol) | vol.110 |
| Number (no) | no.414 |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2011-02-10 (PRMU) |
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