Title :
The optimal attack to histogram-based forensic detectors is simple(x)
Author :
Comesana, Pedro ; Perez-Gonzalez, Fernando
Author_Institution :
Signal Theor. & Commun. Dept., Univ. Vigo, Vigo, Spain
Abstract :
In the last years a number of counterforensics tools have been proposed. Although most of them are heuristic and designed ad hoc, lately a formal approach to this problem, rooted in transportation theory, has been pursued. This paper follows this path by designing optimal attacks against histogrambased detectors where the detection region is non-convex. The usefulness of our strategy is demonstrated by providing for the first time the optimal solution to the design of attacks against Benford´s Law-based detectors, a problem that has deserved large practical interest by the forensic community. The performance of the proposed scheme is compared with that of the best existing counterforensic method against Benford-based detectors, showing the goodness (indeed, the optimality) of our approach.
Keywords :
digital forensics; statistical analysis; Benford law-based detector; counter forensics tool; histogram-based forensic detectors; nonconvex detection region; optimal attack design; Detectors; Discrete cosine transforms; Forensics; Histograms; Optimization; Security;
Conference_Titel :
Information Forensics and Security (WIFS), 2014 IEEE International Workshop on
DOI :
10.1109/WIFS.2014.7084317