Face Recognition Under Illumination Variation Using Shadow Compensation and Pixel Selection

被引:1
|
作者
Choi, Sang-Il [1 ]
机构
[1] Dankook Univ, Dept Appl Comp Engn, Yongin, Gyeonggi Do, South Korea
关键词
Shadow compensation; Fourier analysis; feature extraction; discriminant analysis; pixel selection; noise reduction; face recognition; IMAGES;
D O I
10.5772/52939
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We propose a robust face recognition method under illumination variation. By using shadow compensation methods, we restore the image of a facial image taken under arbitrary illumination into an image that is similar to the image taken with frontal illumination. Then we apply a pixel selection method to these restored images in order to reduce the noise components, which can interfere with the extraction of discriminant features for face recognition. The experimental results for the CMU-PIE, Yale B and Multi-PIE databases show that the proposed method results in the improvement of recognition performance under illumination variation.
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页数:7
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