DocumentCode :
1459366
Title :
Anti-forensics of digital image compression
Author :
Stamm, Matthew C. ; Liu, K. J Ray
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Maryland, College Park, MD, USA
Volume :
6
Issue :
3
fYear :
2011
Firstpage :
1050
Lastpage :
1065
Abstract :
As society has become increasingly reliant upon digital images to communicate visual information, a number of forensic techniques have been developed to verify the authenticity of digital images. Amongst the most successful of these are techniques that make use of an image´s compression history and its associated compression fingerprints. Little consideration has been given, however, to anti-forensic techniques capable of fooling forensic algorithms. In this paper, we present a set of anti-forensic techniques designed to remove forensically significant indicators of compression from an image. We do this by first developing a generalized framework for the design of anti-forensic techniques to remove compression fingerprints from an image´s transform coefficients. This framework operates by estimating the distribution of an image´s transform coefficients before compression, then adding anti-forensic dither to the transform coefficients of a compressed image so that their distribution matches the estimated one. We then use this framework to develop anti-forensic techniques specifically targeted at erasing compression fingerprints left by both JPEG and wavelet-based coders. Additionally, we propose a technique to remove statistical traces of the blocking artifacts left by image compression algorithms that divide an image into segments during processing. Through a series of experiments, we demonstrate that our anti-forensic techniques are capable of removing forensically detectable traces of image compression without significantly impacting an image´s visual quality. Furthermore, we show how these techniques can be used to render several forms of image tampering such as double JPEG compression, cut-and-paste image forgery, and image origin falsification undetectable through compression-history-based forensic means.
Keywords :
computer forensics; data compression; image coding; statistical analysis; wavelet transforms; JPEG; antiforensic dither; antiforensic technique; blocking artifact statistical trace removal; compression fingerprints removal; compression-history-based forensic means; digital image compression; image tampering; image transform coefficient distribution estimation; wavelet-based coders; Discrete cosine transforms; Forensics; Image coding; Image segmentation; Quantization; Transform coding; Anti-forensics; JPEG compression; anti-forensic dither; digital forensics; image compression;
fLanguage :
English
Journal_Title :
Information Forensics and Security, IEEE Transactions on
Publisher :
ieee
ISSN :
1556-6013
Type :
jour
DOI :
10.1109/TIFS.2011.2119314
Filename :
5720310
Link To Document :
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