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
Link To Document :
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