Presentation | 2000/1/21 Virtual Subspace Method for Robust Face Recognition Free with Lighting Conditions Nobumasa Yamamoto, Kazuma Shigenari, Takeshi Shakunaga, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The virtual subspace is proposed for realizing a robust face recognition free with the lighting conditions. The virtual subspace is a paradoxical concept because it can be constructed even if only one image is taken. Furthermore, the virtual subspace is gradually converged to the real subspace when face images are subsequently taken. Composition of the virtual subspace is based on eigenspace analysis (principal component analysis) of synthesized virtual images, which are supposed to be taken in a variety of lighting conditions. For synthesizing a virtual image, we use a canonical eigenspace which is readily constructed from a set of face images which includes a lot of persons, each in a lot of different lighting conditions. A lighting estimation and a lighting compensation algorithms are proposed using the canonical eigenspace. The virtual subspace is defined as an eigenspace composed from the synthesized image set. Experimented results are also provided. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | virtual subspace / eigenspace / illumination estimation / illumination compensation |
Paper # | PRMU99-208 |
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Committee | PRMU |
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Conference Date | 2000/1/21(1days) |
Place (in Japanese) | (See Japanese page) |
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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) | Virtual Subspace Method for Robust Face Recognition Free with Lighting Conditions |
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Keyword(1) | virtual subspace |
Keyword(2) | eigenspace |
Keyword(3) | illumination estimation |
Keyword(4) | illumination compensation |
1st Author's Name | Nobumasa Yamamoto |
1st Author's Affiliation | Department of Information Technology, Okayama University() |
2nd Author's Name | Kazuma Shigenari |
2nd Author's Affiliation | Department of Information Technology, Okayama University |
3rd Author's Name | Takeshi Shakunaga |
3rd Author's Affiliation | Department of Information Technology, Okayama University |
Date | 2000/1/21 |
Paper # | PRMU99-208 |
Volume (vol) | vol.99 |
Number (no) | 575 |
Page | pp.pp.- |
#Pages | 8 |
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