| Presentation | 2009-03-14 A supervised LPP and Neural Network based Scene classification with Color Histogram and Camera Metadata Xian-Hua HAN, Yen-Wei CHEN, Hideto FUJITA, Kan-Ichi KOYAMA, Wataru TAKAYANAKI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Scene classification (e.g., landscape, sunset, night-landscape, etc.) is still a challenging problem in computer vision. Scene classification based only on low-level vision cues has had limited success on unconstrained image sets. In other hand, camera metadata related to capture conditions provides cues independent of the captured scene content that can be used to improve classification performance. Analysis of camera metadata statistics for images of each class revealed that some metadata fields are most discriminative for some classes. So, in this paper, we proposed to use the combined feature of scene color histogram and camera metadata, and then using supervised Locality preserving projection (LPP) for feature space transformation and dimension reduction, and finally, adapt Probabilistic neural network for scene classification. Experimental results show that the classification accuracy rate can be improved compared with using PCA (Principal Component Analysis) subspace learning method, and are also better than that with only the low-level vision feature (color histogram). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Windows / Word / Technical Report / Template |
| Paper # | PRMU2008-278 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2009/3/6(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A supervised LPP and Neural Network based Scene classification with Color Histogram and Camera Metadata |
| Sub Title (in English) | |
| Keyword(1) | Windows |
| Keyword(2) | Word |
| Keyword(3) | Technical Report |
| Keyword(4) | Template |
| 1st Author's Name | Xian-Hua HAN |
| 1st Author's Affiliation | College of Information Science and Engineering, Ritsumeikan University() |
| 2nd Author's Name | Yen-Wei CHEN |
| 2nd Author's Affiliation | College of Information Science and Engineering, Ritsumeikan University |
| 3rd Author's Name | Hideto FUJITA |
| 3rd Author's Affiliation | Digital Technology Research Center, SANYO Electric Co., Ltd. |
| 4th Author's Name | Kan-Ichi KOYAMA |
| 4th Author's Affiliation | Digital Technology Research Center, SANYO Electric Co., Ltd. |
| 5th Author's Name | Wataru TAKAYANAKI |
| 5th Author's Affiliation | Digital Technology Research Center, SANYO Electric Co., Ltd. |
| Date | 2009-03-14 |
| Paper # | PRMU2008-278 |
| Volume (vol) | vol.108 |
| Number (no) | 484 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |