DocumentCode
438870
Title
Illumination compensation and normalization using logarithm and discrete cosine transform
Author
Chen, Weilong ; Er, Meng Joo ; Wu, Shiqian
Author_Institution
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
Volume
1
fYear
2004
fDate
6-9 Dec. 2004
Firstpage
380
Abstract
This paper presents a novel illumination normalization approach for face recognition under varying lighting conditions. First, we demonstrate that illumination compensation can be efficiently implemented in the logarithm domain. In the proposed approach, discrete cosine transform (DCT) is employed to compensate for illumination variations in the logarithm domain. Since illumination variations mainly lie in the low-frequency band, an appropriate number of DCT coefficients are truncated to reduce the variations under different lighting conditions. The salient feature of our approach is that it does not need any training or modelling step and can be easily implemented with high speed.
Keywords
discrete cosine transforms; face recognition; lighting; discrete cosine transform; face recognition; illumination compensation; illumination normalization approach; illumination variations; logarithm domain; low-frequency band; varying lighting conditions; Discrete cosine transforms; Drives; Face recognition; Feature extraction; Humans; Image processing; Intelligent systems; Lighting; Linear discriminant analysis; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation, Robotics and Vision Conference, 2004. ICARCV 2004 8th
Print_ISBN
0-7803-8653-1
Type
conf
DOI
10.1109/ICARCV.2004.1468855
Filename
1468855
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