Title :
Illumination normalization of face images with cast shadows
Author :
Matsukawa, T. ; Okabe, Toshiya ; Sato, Yuuki
Author_Institution :
Inst. of Ind. Sci., Univ. of Tokyo, Tokyo, Japan
Abstract :
We propose a method for extracting and combining small-scale and large-scale illumination insensitive features for face recognition that can work even in the presence of cast shadows. Although several methods have been proposed to extract such features, they are not designed to handle severe lighting variation on a face and thus fail to work if cast shadows are present. In this paper, we extend quotient image-based illumination normalization by explicitly taking cast shadows into account so that illumination insensitive large-scale features can be obtained. The experimental results show that the proposed method achieves favorable normalization results under difficult illuminations with cast shadows.
Keywords :
face recognition; feature extraction; lighting; cast shadows; face image illumination normalization; face recognition; image-based illumination normalization; large-scale illumination insensitive feature extraction; lighting variation; small-scale illumination insensitive feature extraction; Discrete cosine transforms; Face; Face recognition; Feature extraction; Image recognition; Light sources; Lighting;
Conference_Titel :
Pattern Recognition (ICPR), 2012 21st International Conference on
Conference_Location :
Tsukuba
Print_ISBN :
978-1-4673-2216-4