• DocumentCode
    1392986
  • Title

    Empirical investigation into the correlation between vignetting effect and the quality of sensor pattern noise

  • Author

    Li, Chiao-Ting ; Satta, Riccardo

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Warwick, Coventry, UK
  • Volume
    6
  • Issue
    6
  • fYear
    2012
  • fDate
    11/1/2012 12:00:00 AM
  • Firstpage
    560
  • Lastpage
    566
  • Abstract
    The sensor pattern noise (SPN) is a unique attribute of the content of images that can facilitate identification of source digital imaging devices. Owing to its potential in forensic applications, it has drawn much attention in the digital forensic community. Although much work has been done on the applications of the SPN, investigations into its characteristics have been largely overlooked in the literature. In this study, the authors aim to fill this gap by providing insight into the characteristic dependency of the SPN quality on its location in images. They have observed that the SPN components at the image periphery are not reliable for the task of source camera identification, and tend to cause higher false-positive rates. Empirical evidence is presented in this work. The authors suspect that this location-dependent SPN quality degradation has strong connection with the so-called `vignetting effect`, as both exhibit the same type of location dependency. The authors recommend that when image blocks are to be used for forensic investigations, they should be taken from the image centre before SPN extraction is performed in order to reduce false-positive rate.
  • Keywords
    digital forensics; image processing; image sensors; digital forensic community; false-positive rate reduction; forensic application; image periphery; location-dependent SPN quality degradation; sensor pattern noise; source camera identification; source digital imaging device identification; vignetting effect;
  • fLanguage
    English
  • Journal_Title
    Computer Vision, IET
  • Publisher
    iet
  • ISSN
    1751-9632
  • Type

    jour

  • DOI
    10.1049/iet-cvi.2012.0044
  • Filename
    6400408