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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
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技術研究報告に掲載された論文の著作権はIEICEに帰属します.(許諾番号:10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF 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) 
Topics (in English)  
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)  
Keyword(1) scene recognition  
Keyword(2) multiple feature weighted fusion  
Keyword(3) hierarchical classifier  
Keyword(4) 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
Date Time 2010-05-14 16:30:00 
Presentation Time 30 
Registration for PRMU 
Paper # IEICE-IE2010-45,IEICE-PRMU2010-33,IEICE-MI2010-33 
Volume (vol) IEICE-110 
Number (no) no.26(IE), no.27(PRMU), no.28(MI) 
Page pp.175-179 
#Pages IEICE-5 
Date of Issue IEICE-IE-2010-05-06,IEICE-PRMU-2010-05-06,IEICE-MI-2010-05-06 


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