| Presentation | 2010-05-14 Hierarchical Classifier with Multiple Feature Weighted Fusion for Scene Recognition Yae KIKUTANI, Atsushi OKAMOTO, Xian-Hua HAN, Xiang RUAN, Yen-Wei CHEN, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | scene recognition / multiple feature weighted fusion / hierarchical classifier / Bag-Of-Feature model |
| Paper # | IE2010-45,PRMU2010-33,MI2010-33 |
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| Conference Information | |
| Committee | MI |
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| Conference Date | 2010/5/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Medical Imaging (MI) |
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| Language | JPN |
| 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 |
| 1st Author's Name | Yae KIKUTANI |
| 1st Author's Affiliation | Science and Engineering, Ritsumeikan University() |
| 2nd Author's Name | Atsushi OKAMOTO |
| 2nd Author's Affiliation | Science and Engineering, Ritsumeikan University |
| 3rd Author's Name | Xian-Hua HAN |
| 3rd Author's Affiliation | Science and Engineering, Ritsumeikan University |
| 4th Author's Name | Xiang RUAN |
| 4th Author's Affiliation | OMRON Corporation |
| 5th Author's Name | Yen-Wei CHEN |
| 5th Author's Affiliation | Science and Engineering, Ritsumeikan University |
| Date | 2010-05-14 |
| Paper # | IE2010-45,PRMU2010-33,MI2010-33 |
| Volume (vol) | vol.110 |
| Number (no) | 28 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |