• DocumentCode
    3418343
  • Title

    Scale-robust compressive camera fingerprint matching with random projections

  • Author

    Valsesia, Diego ; Coluccia, Giulio ; Bianchi, Tiziano ; Magli, Enrico

  • Author_Institution
    Dipt. di Elettron. e Telecomun., Politec. di Torino, Turin, Italy
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    1697
  • Lastpage
    1701
  • Abstract
    Recently, we demonstrated that random projections can provide an extremely compact representation of a camera fingerprint without significantly affecting the matching performance. In this paper, we propose a new construction that makes random projections of camera fingerprints scale-robust. The proposed method maps the compressed fingerprint of a rescaled image to the compressed fingerprint of the original image, rescaled by the same factor. In this way, fingerprints obtained from rescaled images can be directly matched in the compressed domain, which is much more efficient than existing scale-robust approaches. Experimental results on the publicly available Dresden database show that the proposed technique is robust to a wide range of scale transformations. Moreover, robustness can be further improved by providing reference scales in the database, with a small additional storage cost.
  • Keywords
    data compression; fingerprint identification; image coding; image matching; image sensors; photoresponse nonuniformity; random projections; scale-robust compressive camera fingerprint matching; Cameras; Databases; Forensics; Image coding; Robustness; Sensors; PRNU; random projections;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178260
  • Filename
    7178260