DocumentCode
2627200
Title
Tracking facial features using Gabor wavelet networks
Author
Feris, Rogério S. ; Cesar, R.M.
Author_Institution
Inst. de Matematica e Estatistica, Sao Paulo Univ., Brazil
fYear
2000
fDate
2000
Firstpage
22
Lastpage
27
Abstract
The work presents a method for automatic facial feature tracking in video sequences. In this method, a discrete face template is represented as a linear combination of continuous 2D odd-Gabor wavelet functions. The weights and 2D parameters (position, scale and orientation) of each wavelet are determined optimally so that the maximum amount of image information is preserved for a given number of wavelets. We have used this representation to achieve effective facial feature tracking that is robust to homogeneous illumination changes and affine deformations of the face image. Moreover, the tracking approach considers the overall geometry of the face, being robust to facial feature deformations such as eye blinking and smiling. The number of wavelets in the representation may be chosen with respect to the available computational resources, even allowing real time processing
Keywords
face recognition; feature extraction; image sequences; optical tracking; real-time systems; wavelet transforms; 2D parameters; Gabor wavelet networks; affine deformations; automatic facial feature tracking; computational resources; continuous 2D odd-Gabor wavelet functions; discrete face template; eye blinking; face geometry; face image; facial feature deformations; homogeneous illumination changes; image information; linear combination; real time processing; smiling; tracking approach; video sequences; Continuous wavelet transforms; Discrete wavelet transforms; Face detection; Face recognition; Facial features; Function approximation; Geometry; Lighting; Robustness; Video sequences;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Graphics and Image Processing, 2000. Proceedings XIII Brazilian Symposium on
Conference_Location
Gramado
ISSN
1530-1834
Print_ISBN
0-7695-0878-2
Type
conf
DOI
10.1109/SIBGRA.2000.883889
Filename
883889
Link To Document