DocumentCode :
1844571
Title :
Face recognition under varying illumination based on histogram equalized processed images
Author :
Ahmadi, Amir Hossein ; Jamzad, Mansour
Author_Institution :
Dept. of Comput. Eng., Sharif Univ. of Technol., Tehran, Iran
fYear :
2011
fDate :
4-6 Sept. 2011
Firstpage :
349
Lastpage :
354
Abstract :
This paper proposes an enhanced illumination compensation algorithm, which can compensate for the uneven illuminations on human faces and reconstruct face images in normal lighting conditions. To detect the illumination category, based on 65 categories in YaleB database, the images processed using Block-based Histogram Equalization (BHE) is compared with the original face image processed using histogram equalization (HE). Based on the identified illumination category, a quadratic model is used to reconstruct an image that will visually be under normal illumination. In order to avoid the effect of light source intensity on face images, we used HE method. Experimental results show that, by using our enhanced algorithm for lighting compensation, the face recognition rate using principal component analysis can be improved to 98.91%.
Keywords :
compensation; face recognition; image reconstruction; lighting; principal component analysis; visual databases; BHE; YaleB database; block-based histogram equalization; face image reconstruction; face recognition; histogram equalized processed images; illumination category; illumination compensation algorithm; illumination variation; light source intensity effect; lighting compensation algorithm; normal lighting condition; principal component analysis; quadratic model; uneven illumination compensation; Face; Face recognition; Lighting; Face recognition; Illumination compensation; Quadratic curve; least square method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing and Analysis (ISPA), 2011 7th International Symposium on
Conference_Location :
Dubrovnik
ISSN :
1845-5921
Print_ISBN :
978-1-4577-0841-1
Electronic_ISBN :
1845-5921
Type :
conf
Filename :
6046631
Link To Document :
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