• DocumentCode
    47886
  • Title

    Adaptive Color Constancy Using Faces

  • Author

    bianco, simone ; Schettini, Raimondo

  • Author_Institution
    Dept. of Inf., Syst. & Commun., Univ. of Milano-Bicocca, Milan, Italy
  • Volume
    36
  • Issue
    8
  • fYear
    2014
  • fDate
    Aug. 2014
  • Firstpage
    1505
  • Lastpage
    1518
  • Abstract
    In this work we design an adaptive color constancy algorithm that, exploiting the skin regions found in faces, is able to estimate and correct the scene illumination. The algorithm automatically switches from global to spatially varying color correction on the basis of the illuminant estimations on the different faces detected in the image. An extensive comparison with both global and local color constancy algorithms is carried out to validate the effectiveness of the proposed algorithm in terms of both statistical and perceptual significance on a large heterogeneous data set of RAW images containing faces.
  • Keywords
    estimation theory; face recognition; image colour analysis; lighting; object detection; RAW images; adaptive color constancy algorithm; global varying color correction; heterogeneous data set; perceptual significance; scene illumination correction; scene illumination estimation; skin regions; spatial varying color correction; statistical significance; Algorithm design and analysis; Cameras; Estimation; Histograms; Image color analysis; Lighting; Skin; Color constancy; face detection; global illuminant estimation; local illuminant estimation;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2013.2297710
  • Filename
    6701394