| Presentation | 2007-02-23 Formation of the Expression Feature Map based on a Topological Characteristic of Facial Images Masaki ISHII, Kazuhito SATO, Hirokazu MADOKORO, Makoto NISHIDA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose the formation method of the expression feature map with a combination of supervised and unsupervised learning. First, hierarchical SOM having a small mapping space learns topological changes of complex face patterns and generates a reference vector of face patterns to characterize each expression. Next, CPN learns reference vectors of each expression and forms a category map based on topological changes of face patterns. Finally, the category map is created emotional meaning based on neutral and six basic facial expressions. We defined this category map as the expression feature map. The experimental results for six subjects indicated that the expression feature map defined individual expression features. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Facial image processing / Facial expression analysis / SOM / CPN |
| Paper # | PRMU2006-223,HIP2006-116 |
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| Conference Information | |
| Committee | HIP |
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| Conference Date | 2007/2/16(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| 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) | Formation of the Expression Feature Map based on a Topological Characteristic of Facial Images |
| Sub Title (in English) | |
| Keyword(1) | Facial image processing |
| Keyword(2) | Facial expression analysis |
| Keyword(3) | SOM |
| Keyword(4) | CPN |
| 1st Author's Name | Masaki ISHII |
| 1st Author's Affiliation | Akita Prefectural R&D Center() |
| 2nd Author's Name | Kazuhito SATO |
| 2nd Author's Affiliation | Akita Prefectural R&D Center |
| 3rd Author's Name | Hirokazu MADOKORO |
| 3rd Author's Affiliation | Akita Prefectural R&D Center |
| 4th Author's Name | Makoto NISHIDA |
| 4th Author's Affiliation | Faculty of Engineering and Resource Science, Akita University |
| Date | 2007-02-23 |
| Paper # | PRMU2006-223,HIP2006-116 |
| Volume (vol) | vol.106 |
| Number (no) | 541 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |