Title :
A Gabor Pseudo Fisherface Based Face Recognition Algorithm for LSI Implementation
Author :
Fukumizu, Yohei ; Takano, Tomoaki ; Oshima, Yasuyuki ; Terada, Toshihiko ; Yamauchi, Hironori
Author_Institution :
Dept. VLSI Syst. Design, Ritsumeikan Univ., Kusatsu, Japan
Abstract :
A face recognition algorithm for LSI implementation suitable for embedded applications is presented. Although many algorithms to recognize a face recently suggested have a relatively stable performance under the variety of environmental disturbances, the problem still lies on computational cost as well as memory usage. In this paper, we will propose an algorithm based on a "Pseudo Fisherface Matrix", which is derived from generic datasets and down-sampled Gabor features, which reduces these costs. We will compare performance of the proposed method with a traditional one based on Eigenface through FERET database. An experimental implementation demonstrated the proposed algorithm draws significant performance rations.
Keywords :
database management systems; face recognition; feature extraction; large scale integration; FERET database; LSI implementation; Pseudo Fisherface Matrix; computational cost; down-sampled Gabor features; eigenface; environmental disturbances; gabor pseudo Fisherface based face recognition algorithm; generic datasets; memory usage; Authentication; Computational efficiency; Face detection; Face recognition; Facial features; Feature extraction; Kernel; Large scale integration; Principal component analysis; Signal processing algorithms; Gabor Pseudo Fisherface; LSI implementation; face recognition;
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing, 2009. IIH-MSP '09. Fifth International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-4717-6
Electronic_ISBN :
978-0-7695-3762-7
DOI :
10.1109/IIH-MSP.2009.236