DocumentCode
865938
Title
Illumination compensation and normalization for robust face recognition using discrete cosine transform in logarithm domain
Author
Chen, Weilong ; Er, Meng Joo ; Wu, Shiqian
Author_Institution
Comput. Control Lab, Nanyang Technol. Univ., Singapore
Volume
36
Issue
2
fYear
2006
fDate
4/1/2006 12:00:00 AM
Firstpage
458
Lastpage
466
Abstract
This paper presents a novel illumination normalization approach for face recognition under varying lighting conditions. In the proposed approach, a 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 minimize variations under different lighting conditions. Experimental results on the Yale B database and CMU PIE database show that the proposed approach improves the performance significantly for the face images with large illumination variations. Moreover, the advantage of our approach is that it does not require any modeling steps and can be easily implemented in a real-time face recognition system.
Keywords
discrete cosine transforms; face recognition; feature extraction; lighting; CMU PIE database; DCT; Yale B database; discrete cosine transform; illumination compensation; illumination normalization approach; lighting conditions; logarithm transform; robust real-time face recognition system; Adaptive equalizers; Discrete cosine transforms; Erbium; Face recognition; Helium; Histograms; Image databases; Lighting; Robustness; Shape; Discrete cosine transform; face recognition; illumination normalization; logarithm transform; Algorithms; Artificial Intelligence; Face; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Lighting; Pattern Recognition, Automated; Photography; Photometry; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage
English
Journal_Title
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
1083-4419
Type
jour
DOI
10.1109/TSMCB.2005.857353
Filename
1605391
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