Paper Abstract and Keywords |
Presentation |
2010-05-14 16:30
Hierarchical Classifier with Multiple Feature Weighted Fusion for Scene Recognition Yae Kikutani, Atsushi Okamoto, Xian-Hua Han (Ritsumeikan Univ.), Xiang Ruan (OMRON), Yen-Wei Chen (Ritsumeikan Univ.) IE2010-45 PRMU2010-33 MI2010-33 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recently, scene recognition is becoming an additional functional in digital camera. Automatic scene understanding is a highest-level operation in computer vision, and it is a very difficult and largely unsolved problem. The conventional methods usually use global features (such as color histogram, texture, edge) for image representation and recognize scene types with some classifiers (such as Bayesian, Neural Network, Support Vector Machine and so on). However, the recognition rate still cannot satisfy the requirement of real applications. In this paper, we proposed to use weighted fusion of global feature (Color histogram) and local feature (Bag-Of-Feature model) for scene image representation, and use hierarchical classifier according the visual feature properties of scene types for scene recognition. Experimental results show that the recognition rate with our proposed algorithm can be improved compared to the state of art algorithms. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
scene recognition / multiple feature weighted fusion / hierarchical classifier / Bag-Of-Feature model / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 27, PRMU2010-33, pp. 175-179, May 2010. |
Paper # |
PRMU2010-33 |
Date of Issue |
2010-05-06 (IE, PRMU, MI) |
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) |
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IE2010-45 PRMU2010-33 MI2010-33 |
Conference Information |
Committee |
PRMU IE MI |
Conference Date |
2010-05-13 - 2010-05-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Chubu Univ. |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2010-05-PRMU-IE-MI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Hierarchical Classifier with Multiple Feature Weighted Fusion for Scene Recognition |
Sub Title (in English) |
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Keyword(1) |
scene recognition |
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multiple feature weighted fusion |
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hierarchical classifier |
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Bag-Of-Feature model |
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1st Author's Name |
Yae Kikutani |
1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
2nd Author's Name |
Atsushi Okamoto |
2nd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
3rd Author's Name |
Xian-Hua Han |
3rd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
4th Author's Name |
Xiang Ruan |
4th Author's Affiliation |
OMRON Corporation (OMRON) |
5th Author's Name |
Yen-Wei Chen |
5th Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
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Speaker |
Author-1 |
Date Time |
2010-05-14 16:30:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
IE2010-45, PRMU2010-33, MI2010-33 |
Volume (vol) |
vol.110 |
Number (no) |
no.26(IE), no.27(PRMU), no.28(MI) |
Page |
pp.175-179 |
#Pages |
5 |
Date of Issue |
2010-05-06 (IE, PRMU, MI) |
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