Title :
A Novel Approach for Face Recognition Using DCT Coefficients Re-scaling for Illumination Normalization
Author :
Vishwakarma, Virendra P. ; Pandey, Sujata ; Gupta, M.N.
Author_Institution :
Guru Gobind Singh Indraprastha Univ., Delhi
Abstract :
A novel approach for illumination normalization is proposed by exploiting the correlation of discrete cosine transform (DCT) low-frequency coefficients to illumination variations. The input image contrast is stretched using full image histogram equalization. Then the low-frequency DCT coefficients (except first) are re-scaled to lower value to compensate the illumination variations. The first (DC) coefficient is scaled to higher value for further contrast enhancement. The experiments are performed on the Yale B database and the results show that the performance of the proposed approach is better for the images with large illumination variations. The proposed technique is computationally efficient and can easily be implemented for real time face recognition system.
Keywords :
discrete cosine transforms; face recognition; image enhancement; DCT coefficient rescaling; contrast enhancement; discrete cosine transform; face recognition; illumination normalization; illumination variations; image histogram equalization; input image contrast stretching; Computer science; Discrete cosine transforms; Face recognition; Feature extraction; Histograms; Image databases; Image representation; Lighting; Linear discriminant analysis; Real time systems;
Conference_Titel :
Advanced Computing and Communications, 2007. ADCOM 2007. International Conference on
Conference_Location :
Guwahati, Assam
Print_ISBN :
0-7695-3059-1
DOI :
10.1109/ADCOM.2007.12