DocumentCode :
672654
Title :
Illumination normalization for edge-based face recognition using the fusion of RGB normalization and gamma correction
Author :
Chude-Olisah, Chollette C. ; Sulong, Ghazali ; Chude-Okonkwo, Uche A. K. ; Hashim, Siti Z. M.
Author_Institution :
Fac. of Comput., Univ. Teknol. Malaysia (UTM), Skudai, Malaysia
fYear :
2013
fDate :
8-10 Oct. 2013
Firstpage :
412
Lastpage :
416
Abstract :
In this paper, an illumination normalization technique for edge-based face recognition on face images with non-uniform illumination conditions, is proposed. The proposed illumination normalization technique fuses the merits of color (Red, Green and Blue) normalization (Nrgb) and gamma correction (GC) for color images. By the fusion of these methods the image becomes independent of the change in face images due to illumination direction. In that way, the presence of false edges in gradient faces is reduced. Experimental results on Georgia Tech Face database with illumination problem shows that the proposed technique improved significantly recognition accuracy in comparison to histogram equalization (HE), logarithm transform (LT) and gamma correction (GC).
Keywords :
face recognition; image colour analysis; lighting; GC; Georgia Tech Face database; HE; LT; RGB normalization; color normalization; edge-based face recognition; face images; gamma correction; histogram equalization; illumination direction; illumination normalization technique; logarithm transform; nonuniform illumination conditions; recognition accuracy; Brightness; Databases; Encoding; Face; Image edge detection; Lighting; Visualization; RGB normalization; edge-based face recognition; gamma color correction; illumination normalization; non-uniform illumination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2013 IEEE International Conference on
Conference_Location :
Melaka
Print_ISBN :
978-1-4799-0267-5
Type :
conf
DOI :
10.1109/ICSIPA.2013.6708042
Filename :
6708042
Link To Document :
بازگشت