| Presentation | 2003/11/13 Face Recognition by Multiple Constrained Mutual Subspace Method Masashi NISHIYAMA, Osamu YAMAGUCHI, Kazuhiro FUKUI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Constrained Mutual Subspace Method (CMSM) can extract effective features for recognition by projecting input and reference subspaces to a constrained subspace. CMSM in face recognition needs various face patterns to generate a constraint subspace. However, it is difficult to acquire various face patterns. In recent years, ensemble learning algorithm is noticed. This algorithm can obtain a high performance by combining multiple weak learning machines. In this paper, we propose a new method which uses multiple constraint subspaces. We call this method Multiple Constrained Mutual Subspace Method (MCMSM). Through experimental results, we show the effectiveness of this method for face recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Face Recognition / Subspace Method / Mutual Subspace Method / Constrained Mutual Subspace Method / Multiple Constrained Mutual Subspace Method |
| Paper # | PRMU2003-145,HIP2003-51 |
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| Conference Information | |
| Committee | HIP |
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| Conference Date | 2003/11/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Human Information Processing (HIP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Face Recognition by Multiple Constrained Mutual Subspace Method |
| Sub Title (in English) | |
| Keyword(1) | Face Recognition |
| Keyword(2) | Subspace Method |
| Keyword(3) | Mutual Subspace Method |
| Keyword(4) | Constrained Mutual Subspace Method |
| Keyword(5) | Multiple Constrained Mutual Subspace Method |
| 1st Author's Name | Masashi NISHIYAMA |
| 1st Author's Affiliation | TOSHIBA Corporate Research and Development Center() |
| 2nd Author's Name | Osamu YAMAGUCHI |
| 2nd Author's Affiliation | TOSHIBA Corporate Research and Development Center |
| 3rd Author's Name | Kazuhiro FUKUI |
| 3rd Author's Affiliation | TOSHIBA Corporate Research and Development Center |
| Date | 2003/11/13 |
| Paper # | PRMU2003-145,HIP2003-51 |
| Volume (vol) | vol.103 |
| Number (no) | 454 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |