| Presentation | 2011-02-17 Large Scale Image Classification using Metric based on Correlation between Multiple Image Features and Class Labels Yoshitaka USHIKU, Yuya YAMASHITA, Jun IMURA, Hideki NAKAYAMA, Tatsuya HARADA, Yasuo KUNIYOSHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a scalable image recognition method for both image classification and image annotation. We first employ Kernel PCA to embed non-linear metrics of image features onto an Euclidean space. Appropriate distance metric in latent space can be obtained by considering both image and label information with Canonical Contextual Distance. Categories of query images are predicted from near training samples. We took part in ILSVRC2010, which is a workshop for large scale image classification, and we took the third place. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Generic Object Recognition / Image Classification / Image Annotation / KPCA / PCCA |
| Paper # | PRMU2010-208 |
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| Committee | PRMU |
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| Conference Date | 2011/2/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | Large Scale Image Classification using Metric based on Correlation between Multiple Image Features and Class Labels |
| Sub Title (in English) | |
| Keyword(1) | Generic Object Recognition |
| Keyword(2) | Image Classification |
| Keyword(3) | Image Annotation |
| Keyword(4) | KPCA |
| Keyword(5) | PCCA |
| 1st Author's Name | Yoshitaka USHIKU |
| 1st Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo() |
| 2nd Author's Name | Yuya YAMASHITA |
| 2nd Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| 3rd Author's Name | Jun IMURA |
| 3rd Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| 4th Author's Name | Hideki NAKAYAMA |
| 4th Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| 5th Author's Name | Tatsuya HARADA |
| 5th Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo:JST PRESTO |
| 6th Author's Name | Yasuo KUNIYOSHI |
| 6th Author's Affiliation | Graduate School of Information Science and Technology, The University of Tokyo |
| Date | 2011-02-17 |
| Paper # | PRMU2010-208 |
| Volume (vol) | vol.110 |
| Number (no) | 414 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |