• DocumentCode
    2161776
  • Title

    The cost of JPEG compression anti-forensics

  • Author

    Valenzise, G. ; Tagliasacchi, M. ; Tubaro, S.

  • Author_Institution
    Dipt. di Elettron. e Inf., Politec. di Milano, Milan, Italy
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    1884
  • Lastpage
    1887
  • Abstract
    The statistical footprint left by JPEG compression can be a valuable source of information for the forensic analyst. Recently, it has been shown that a suitable anti-forensic method can be used to destroy these traces, by properly adding a noise-like signal to the quantized DCT coefficients. In this paper we analyze the cost of this technique in terms of introduced distortion and loss of image quality. We characterize the dependency of the distortion on the image statistics in the DCT domain and on the quantization step used in JPEG compression. We also evaluate the loss of quality as measured by means of a perceptual metric, showing that a perceptually-optimized version of the anti-forensic method fails to completely conceal the forgery. Our conclusion is that removing the traces of the JPEG compression history could be much more challenging than it might appear, as anti-forensic methods are bound to leave characteristic traces.
  • Keywords
    computer forensics; data compression; discrete cosine transforms; image coding; JPEG compression antiforensics; forensic analyst; image quality; image statistics; noise like signal; perceptual metrics; perceptually optimized version; quantized DCT coefficient; Discrete cosine transforms; Forgery; Image coding; Image quality; Medical services; Quantization; Transform coding; JPEG compression; anti-forensics; digital image forensics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946874
  • Filename
    5946874