Title :
Face recognition using recursive Fisher linear discriminant with Gabor wavelet coding
Author :
Xiang, C. ; Fan, X.A. ; Lee, T.H.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
The constraint on the total number of features available from the Fisher linear discriminant (FLD) has seriously limited its application to a large class of problems. In order to overcome this disadvantage of FLD, a recursive procedure for calculating the discriminant features is suggested in this paper. Extensive experiments of comparing the new algorithm with the traditional PCA and FLD approaches have been carried out on a face recognition problem, in which the resulting improvement of the performance by the new feature extraction scheme is significant.
Keywords :
face recognition; feature extraction; image classification; recursive estimation; wavelet transforms; FLD feature number constraint; Gabor wavelet coding; PCA; discriminant features; face recognition; feature extraction; pattern classification; recursive Fisher linear discriminant; Application software; Eigenvalues and eigenfunctions; Face recognition; Feature extraction; Influenza; Pattern classification; Principal component analysis; Scattering; Vectors; Writing;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1418694