In this paper we present a novel method for reducing the impact of variations in lighting on face recognition. We propose with adaptive singular value decomposition for the intensity image matrices in respective R, G, B color channels, adjusting the lighting compensation coefficient weights on the basis of mean distribution in RGB color space.