Title :
Optimal Gabor filters for high speed face identification
Author :
Wu, Haiyuan ; Yoshida, Yukio ; Shioyama, Tadayoshi
Author_Institution :
Dept. of Mech. & Syst. Eng., Kyoto Inst. of Technol., Japan
Abstract :
This paper describes a fast face identification method with Gabor filters. Two efforts are made to achieve the acceptable processing speed: 1) we design the optimal Gabor filters with the arrangement theory that uses a few directions and layers; and 2) the transformation with Gabor filters (called Gabor transformation) is only done over the regions around the facial feature points, not the whole input image. The facial feature points extraction is performed by detecting the facial organ regions with color information and edge information, followed by, the corner detection in each detected facial organ region with the SUSAN operator.
Keywords :
edge detection; face recognition; feature extraction; filtering theory; Gabor filters; Gabor transformation; SUSAN operator; corner detection; edge detection; facial feature points; facial organ region detection; feature extraction; human face recognition; Data mining; Eyes; Face detection; Facial features; Frequency domain analysis; Gabor filters; Image edge detection; Paper technology; Systems engineering and theory; Virtual reality;
Conference_Titel :
Pattern Recognition, 2002. Proceedings. 16th International Conference on
Print_ISBN :
0-7695-1695-X
DOI :
10.1109/ICPR.2002.1044624