• 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