• 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