DocumentCode :
3474716
Title :
Illumination invariant face recognition in logarithm Discrete Cosine Transform domain
Author :
Abbas, A. ; Khalil, M.I. ; AbdelHay, S. ; Fahmy, Hossam M A
Author_Institution :
Comput. & Syst. Eng. Dept., Ain Shams Univ., Cairo, Egypt
fYear :
2009
fDate :
7-10 Nov. 2009
Firstpage :
4157
Lastpage :
4160
Abstract :
Face is considered to be one of the biometrics in automatic person identification. For face recognition system to be practical, it should be robust to variations in illumination, pose and expression as humans recognize faces irrespective of all these variations. In this paper, we present an illumination invariant face recognition method in the logarithm discrete cosine transform domain. We use an existing illumination normalization technique in the logarithm DCT domain. The main contribution in this paper is that we apply the principal component analysis (PCA) algorithm for feature extraction in the DCT domain. By this, we skip the inverse DCT step and reduce the computational cost. Experimental results on the Yale B database show that we obtain the same results exactly as applying PCA in the spatial domain with the advantage of the reduced computational cost.
Keywords :
discrete cosine transforms; face recognition; feature extraction; principal component analysis; DCT; PCA; Yale B database; automatic person identification; biometrics; feature extraction; illumination invariant face recognition; logarithm discrete cosine transform domain; principal component analysis; Biometrics; Computational efficiency; Discrete cosine transforms; Face recognition; Feature extraction; Humans; Lighting; Principal component analysis; Robustness; Spatial databases; Discrete Cosine Transform; Face recognition; Illumination normalization; Logarithm transform; PCA;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
ISSN :
1522-4880
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2009.5413447
Filename :
5413447
Link To Document :
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