DocumentCode
2853989
Title
SVR-based facial texture driving for realistic expression synthesis
Author
Zhu, Wenhui ; Chen, Yiqiang ; Sun, Yanfeng ; Yin, Baocai ; Jiang, Dalong
Author_Institution
Beijing Municipal Key Lab, Beijing Univ. of Technol., China
fYear
2004
fDate
18-20 Dec. 2004
Firstpage
456
Lastpage
459
Abstract
The facial texture variation is the key factor for realistic expression synthesis. It always changed with facial motion under some illumination. In this paper, we propose a realistic facial expression texture driving model based on the support vector regression and MPEG-4. It can learn and recall the regression relationship between facial animation parameters and the parameters of expression ratio image through support vector regression method. First, We can get the parameter set of expression ratio image and the eigenERI space by principle component analysis method, that generate reasonable ratio image. Then, a life-like facial animation can be synthesized quickly and effectively with the support vector regression mapping. In our experiment, it not only captures subtle changes in the variation illumination, but also can synthesis realistic facial expression in bad environment.
Keywords
computer animation; eigenvalues and eigenfunctions; image motion analysis; image texture; principal component analysis; regression analysis; support vector machines; MPEG-4; SVR-based facial texture driving; eigenERI space; expression ratio image; facial animation parameter; facial motion; principle component analysis method; realistic expression synthesis; support vector regression; support vector regression mapping; support vector regression method; Computers; Facial animation; Geometry; Image generation; Laboratories; Lighting; MPEG 4 Standard; Multimedia computing; Shape; Sun;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Graphics (ICIG'04), Third International Conference on
Conference_Location
Hong Kong, China
Print_ISBN
0-7695-2244-0
Type
conf
DOI
10.1109/ICIG.2004.137
Filename
1410481
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