• DocumentCode
    2116152
  • Title

    Image authentication by detecting traces of demosaicing

  • Author

    Gallagher, Andrew C. ; Chen, Tsuhan

  • Author_Institution
    Carnegie Mellon Univ., Pittsburgh, PA
  • fYear
    2008
  • fDate
    23-28 June 2008
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    With increasing technical advances, computer graphics are becoming more photorealistic. Therefore, it is important to develop methods for distinguishing between actual photographs from digital cameras and computer generated images. We describe a novel approach to this problem. Rather than focusing on the statistical differences between the image textures, we recognize that images from digital cameras contain traces of resampling as a result of using a color filter array with demosaicing algorithms. We recognize that estimation of the actual demosaicing parameters is not necessary; rather, detection of the presence of demosaicing is the key. The in-camera processing (rather than the image content) distinguishes the digital camera photographs from computer graphics. Our results show high reliability on a standard test set of JPEG compressed images from consumer digital cameras. Further, we show the application of these ideas for accurately localizing forged regions within digital camera images.
  • Keywords
    image coding; image colour analysis; image sampling; image texture; JPEG compressed image; color filter array; computer generated image; computer graphics; digital camera image; digital camera photograph; image authentication; image demosaicing; image resampling; image texture; incamera processing; parameter estimation; photorealistic; Authentication; Computer graphics; Digital cameras; Digital filters; Image coding; Image generation; Image recognition; Image texture; Testing; Transform coding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
  • Conference_Location
    Anchorage, AK
  • ISSN
    2160-7508
  • Print_ISBN
    978-1-4244-2339-2
  • Electronic_ISBN
    2160-7508
  • Type

    conf

  • DOI
    10.1109/CVPRW.2008.4562984
  • Filename
    4562984