DocumentCode :
3498933
Title :
Color face recognition by hypercomplex Gabor analysis
Author :
Jones, Creed, III ; Abbott, A. Lynn
Author_Institution :
Seattle Pacific Univ., WA
fYear :
2006
fDate :
2-6 April 2006
Lastpage :
131
Abstract :
This paper explores the extraction of features from color imagery for recognition tasks, especially face recognition. The well-known Gabor filter, which is typically defined as a complex function, has been extended to the hypercomplex (quaternion) domain. Several proposed modes of this extension are discussed, and a preferred formulation is selected. To quantify the effectiveness of this novel filter for color-based feature extraction, an elastic graph implementation for human face recognition has been extended to color images, and performance of the corresponding monochromatic and color recognition systems have been compared. Our experiments have shown an improvement of 3% to 17% in recognition accuracy over the analysis of monochromatic images using complex Gabor filters
Keywords :
Gabor filters; face recognition; feature extraction; image colour analysis; color face recognition; complex function; elastic graph implementation; feature extraction; hypercomplex Gabor analysis; Algebra; Face recognition; Feature extraction; Gabor filters; Image color analysis; Image recognition; Multispectral imaging; Quaternions; Signal analysis; Signal mapping;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on
Conference_Location :
Southampton
Print_ISBN :
0-7695-2503-2
Type :
conf
DOI :
10.1109/FGR.2006.30
Filename :
1613009
Link To Document :
بازگشت