| Presentation | 1999/11/19 A Pose-Invariant Face Recognition System using Linear PCMAP Model Kazunori Okada, Christoph von der Malsburg, Shigeru Akamatsu, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a novel pose-invariant face recognition system using a manifold representation for human faces with pose variations (linear PCMAP model) as the entry format for a database of known persons. The model's generalization capability for unknown head poses enables a continuous coverage of the pose parameter space, providing high approximation accuracy for pose estimation (analysis) and transformation (synthesis). With this model as the entry format for the database, the head pose of each known face is aligned to an arbitrary head pose of an input face, resulting in a pose-invariant recognition. Experimental results with 3D facial models recorded by a Cyberware scanner show that the recognition performance of our model against pose variations is superior to that of a single-view model and is equivalent to that of a multi-view model within a limited pose range in test samples. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pose-Invariant Face Recognition / Principal Component Analysis / Image Analysis and Synthesis |
| Paper # | HIP99-48 |
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| Conference Information | |
| Committee | HIP |
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| Conference Date | 1999/11/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Human Information Processing (HIP) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Pose-Invariant Face Recognition System using Linear PCMAP Model |
| Sub Title (in English) | |
| Keyword(1) | Pose-Invariant Face Recognition |
| Keyword(2) | Principal Component Analysis |
| Keyword(3) | Image Analysis and Synthesis |
| 1st Author's Name | Kazunori Okada |
| 1st Author's Affiliation | Laboratory of Computational and Biological Vision:Human Information Processing Research Laboratories, ATR() |
| 2nd Author's Name | Christoph von der Malsburg |
| 2nd Author's Affiliation | Laboratory of Computational and Biological Vision:Institut fur Neuroinformatik, Ruhr-Universitat Bochum |
| 3rd Author's Name | Shigeru Akamatsu |
| 3rd Author's Affiliation | Human Information Processing Research Laboratories, ATR |
| Date | 1999/11/19 |
| Paper # | HIP99-48 |
| Volume (vol) | vol.99 |
| Number (no) | 452 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |