Presentation | 2006/1/3 A SIMILAR IMAGE CLUSTERING METHOD INCLUDING AUTOMATIC SELECTION OF NUMBER OF CLUSTERS(International Workshop on Advanced Image Technology 2006) Takatoshi Ohara, Takahiro Ogawa, Miki Haseyama, Hideo Kitajima, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper proposes an image clustering method which includes an automatic cluster-number setting scheme. By using the proposed method, the user can effectively categorize similar images existing in an image database without presetting the total number of categories. Actually, the proposed method is based on a k-means algorithm which utilizes a color histogram of each image as a feature vector, and the number of the cluster is determined, according to the variation of the average of the clustering error in several number of the clusters. Consequently, the proposed method can automatically select the suitable number of the clusters for the image database, and then it provides the accurate image clustering result. Some experimental results show the proposed method achieves accurate clusterings. |
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Paper # | IE2005-223 |
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Committee | IE |
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Conference Date | 2006/1/3(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Registration To | Image Engineering (IE) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A SIMILAR IMAGE CLUSTERING METHOD INCLUDING AUTOMATIC SELECTION OF NUMBER OF CLUSTERS(International Workshop on Advanced Image Technology 2006) |
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1st Author's Name | Takatoshi Ohara |
1st Author's Affiliation | Graduate School of Information Science and Technology, Hokkaido University() |
2nd Author's Name | Takahiro Ogawa |
2nd Author's Affiliation | Graduate School of Information Science and Technology, Hokkaido University |
3rd Author's Name | Miki Haseyama |
3rd Author's Affiliation | Graduate School of Information Science and Technology, Hokkaido University |
4th Author's Name | Hideo Kitajima |
4th Author's Affiliation | Graduate School of Information Science and Technology, Hokkaido University |
Date | 2006/1/3 |
Paper # | IE2005-223 |
Volume (vol) | vol.105 |
Number (no) | 501 |
Page | pp.pp.- |
#Pages | 4 |
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