• DocumentCode
    3179986
  • Title

    Intelligent color temperature estimation using fuzzy neural network with application to automatic white balance

  • Author

    Chen, Cheng-Lun ; Lin, Shao-Hua

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
  • fYear
    2010
  • fDate
    10-13 Oct. 2010
  • Firstpage
    796
  • Lastpage
    803
  • Abstract
    In this paper, a novel white balance method is proposed, which consists of two fundamental steps, i.e., color temperature estimation of the illuminant and adjustment of the components of the color separates. A fuzzy logic system is constructed to infer the color temperature of an illuminant which a digitally acquired image subjected to. The fuzzy logic system is further optimized by representing the system as a fuzzy neural network and a training scheme of the FNN parameters is proposed. The estimated color temperature is then employed to determine the required amount of adjustment for each color separate of the image. Experimental procedures are outlined and performed, which validates the feasibility and performance of the proposed method. A comparative study is also made based on two quantitative indices. The study shows that the proposed approach is preferable to most methods in the literatures in terms of performance and robustness to varieties of illuminants and scenes.
  • Keywords
    brightness; fuzzy logic; fuzzy neural nets; image colour analysis; image enhancement; automatic white balance method; fuzzy logic system; fuzzy neural network; intelligent color temperature estimation; Atmospheric measurements; Image color analysis; Particle measurements; Pixel; Variable speed drives; Color temperature estimation; fuzzy neural network; white balance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-6586-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.2010.5641857
  • Filename
    5641857