Title :
A Framework of Local Illumination Normalization for Face Recognition
Author :
Feng, Xuetao ; Wang, Yangsheng ; Gao, Yong
Author_Institution :
Inst. of Autom., Chinese Acad. of Sci., Beijing
Abstract :
This paper proposes a framework of illumination normalization algorithm and two new image preprocessing methods according to the framework: piecewise gamma transformation (PGT) and piecewise histogram specification (PHS). They can be used to eliminate the effect of uneven lighting condition effectively and efficiently. The proposed methods have been evaluated based on the Yale face database B and the CMU PIE face database by using PCA and compared with other image preprocessing methods. The experiment results demonstrate that they can significantly improve the recognition performance.
Keywords :
face recognition; principal component analysis; visual databases; CMU PIE face database; PCA; Yale face database; face recognition; image preprocessing method; local illumination normalization; piecewise gamma transformation; piecewise histogram specification; uneven lighting condition; Automation; Degradation; Face recognition; Histograms; Humans; Image databases; Image generation; Lighting; Pattern recognition; Principal component analysis; face recognition; image process; pattern recognition;
Conference_Titel :
Anti-counterfeiting, Security, Identification, 2007 IEEE International Workshop on
Conference_Location :
Xiamen, Fujian
Print_ISBN :
1-4244-1035-5
Electronic_ISBN :
1-4244-1035-5
DOI :
10.1109/IWASID.2007.373726