| Presentation | 2007-12-14 Ultra high speed image annotation/retrieval method by learning the conceptual relationship between images and labels Hideki NAKAYAMA, Tatsuya HARADA, Yasuo KUNIYOSHI, Nobuyuki OTSU, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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 [1] 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) |
| Keyword(in English) | Image Annotation/Retrieval / Probabilistic CCA / Higher-order Local Auto-Correlation Feature |
| Paper # | PRMU2007-147 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2007/12/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| 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 |
| 1st Author's Name | Hideki NAKAYAMA |
| 1st Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo() |
| 2nd Author's Name | Tatsuya HARADA |
| 2nd Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| 3rd Author's Name | Yasuo KUNIYOSHI |
| 3rd Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| 4th Author's Name | Nobuyuki OTSU |
| 4th Author's Affiliation | National Institute of Advanced Industrial Science and Technology |
| Date | 2007-12-14 |
| Paper # | PRMU2007-147 |
| Volume (vol) | vol.107 |
| Number (no) | 384 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |