Presentation 2008-12-19
Generation of Facial Expression Charts Based on Dynamic Diversity of Facial Expressions
Akira KAWASUMI, Kazuhito SATO, Hirokazu MADOKORO,
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Abstract(in English) This paper presents a novel method to create individual facial expression charts using SOM (Self-Organizing Maps) and ART (Adaptive Resonance Theory networks).We focus on dynamic diversity of facial expressions in time-series facial images after converting Gabor wavelets filters. The proposal method consists of three steps: the first step is to extract phase features from time-series facial image datasets using SOM; the second step is to integrate weights of SOM into categories using ART; and the third step is to create facial expression charts integrated by all arousal levels produced from categories of facial expressions in each basic facial expression. For considering the influence that stress gave an expression, we measured the psychological stress that a subject has at the same time. The result shows negative correlation was examined for psychological stress and the expanse of the facial expression charts that means the expression became poor under the feeling of stress.
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Keyword(in English) Dynamic diversity of facial expressions / Facial expression charts / SOM / Fuzzy ART / SRS-18
Paper # PRMU2008-180
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Conference Information
Committee PRMU
Conference Date 2008/12/11(1days)
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Paper Information
Registration To Pattern Recognition and Media Understanding (PRMU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Generation of Facial Expression Charts Based on Dynamic Diversity of Facial Expressions
Sub Title (in English)
Keyword(1) Dynamic diversity of facial expressions
Keyword(2) Facial expression charts
Keyword(3) SOM
Keyword(4) Fuzzy ART
Keyword(5) SRS-18
1st Author's Name Akira KAWASUMI
1st Author's Affiliation Faculty of Systems Science and Technology, Akita Prefectural University()
2nd Author's Name Kazuhito SATO
2nd Author's Affiliation Faculty of Systems Science and Technology, Akita Prefectural University
3rd Author's Name Hirokazu MADOKORO
3rd Author's Affiliation Faculty of Systems Science and Technology, Akita Prefectural University
Date 2008-12-19
Paper # PRMU2008-180
Volume (vol) vol.108
Number (no) 363
Page pp.pp.-
#Pages 6
Date of Issue