| Paper Abstract and Keywords |
| Presentation |
2007-12-14 11:00
Ultra high speed image annotation/retrieval method by learning the conceptual relationship between images and labels Hideki Nakayama, Tatsuya Harada, Yasuo Kuniyoshi (Tokyo Univ.), Nobuyuki Otsu (AIST) PRMU2007-147 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Content-based image recognition and retrieval are challenging
problems which have wide application.
In this paper, we propose a new method of image
annotation and retrieval which far surpasses the current state of the
art method based on SML on the standard benchmark database,
both in performance and computation speed.
Our method uses HLAC~(Higher-order Local Auto-Correlation)
features and probabilistic canonical correlation analysis to learn the
conceptual relationship between images and labels. It's notable that our
method performs recognition about 10,000 times faster than SML.
This achievement makes our method highly versatile and practical. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Image Annotation/Retrieval / Probabilistic CCA / Higher-order Local Auto-Correlation Feature / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 384, PRMU2007-147, pp. 65-70, Dec. 2007. |
| Paper # |
PRMU2007-147 |
| Date of Issue |
2007-12-06 (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 |
PRMU2007-147 |
| Conference Information |
| Committee |
PRMU |
| Conference Date |
2007-12-13 - 2007-12-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kobe Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2007-12-PRMU |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Ultra high speed image annotation/retrieval method by learning the conceptual relationship between images and labels |
| Sub Title (in English) |
|
| Keyword(1) |
Image Annotation/Retrieval |
| Keyword(2) |
Probabilistic CCA |
| Keyword(3) |
Higher-order Local Auto-Correlation Feature |
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| 1st Author's Name |
Hideki Nakayama |
| 1st Author's Affiliation |
The University of Tokyo (Tokyo Univ.) |
| 2nd Author's Name |
Tatsuya Harada |
| 2nd Author's Affiliation |
The University of Tokyo (Tokyo Univ.) |
| 3rd Author's Name |
Yasuo Kuniyoshi |
| 3rd Author's Affiliation |
The University of Tokyo (Tokyo Univ.) |
| 4th Author's Name |
Nobuyuki Otsu |
| 4th Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
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| Speaker |
Author-1 |
| Date Time |
2007-12-14 11:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2007-147 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.384 |
| Page |
pp.65-70 |
| #Pages |
6 |
| Date of Issue |
2007-12-06 (PRMU) |