Title :
An Illumination Insensitive Representation for Face Verification in the Frequency Domain
Author :
Garea, E. ; Heydi, L. ; Vazquez, Manuel ; Kittler, Josef ; Messer, Kevin
Author_Institution :
Adv. Technol. Application Center, Havana
Abstract :
We present a comparison of several face representation methods from the point of view of their sensitivity to illumination changes. The sensitivity is measured in terms of the overlap of the distributions of normalized correlations used for inter class and intra class image comparisons. The result suggests, that better illumination invariance could be achieved in feature spaces in the frequency domain derived for a differentiated image rather than using the original input image
Keywords :
face recognition; feature extraction; frequency-domain analysis; image matching; image representation; face representation; face verification; feature space; frequency domain; illumination change sensitivity; illumination insensitive representation; illumination invariance; image comparison; Face detection; Face recognition; Fourier transforms; Frequency domain analysis; Image recognition; Lighting; Signal processing; Signal processing algorithms; Speech processing; Training data;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.249