Title :
Transportation-theoretic image counterforensics to First Significant Digit histogram forensics
Author :
Pasquini, Cecilia ; Comesana-Alfaro, Pedro ; Perez-Gonzalez, F. ; Boato, G.
Author_Institution :
DISI, Univ. of Trento, Trento, Italy
Abstract :
First-order statistics of First Significant Digits (FSD) have been recently exploited in multimedia forensics as a powerful tool to reveal traces of previous coding operations. As an answer, adversarial approaches aimed at modifying the FSD histogram and fooling such forensic methods have been proposed. However, the existing techniques have limitations in terms of distortion introduced in the multimedia object. In this paper, a transportation-theoretic formulation of the problem is presented which provides a close-to-optimal solution. Such strategy is tested in a well-known image forensic scenario, where FSDs of 8 × 8-DCT coefficients after single or double quantization are modified in order to restore a certain target histogram and the distortion with respect to the provided compressed image is measured in terms of MSE.
Keywords :
data compression; discrete cosine transforms; image coding; image forensics; multimedia computing; quantisation (signal); statistical analysis; DCT coefficients; FSD histogram; discrete cosine transform; double quantization; first significant digit histogram forensics; first-order statistics; image compression; image forensic scenario; multimedia forensics; single quantization; target histogram; transportation-theoretic image counterforensics; Detectors; Discrete cosine transforms; Forensics; Histograms; Image coding; Multimedia communication; Vectors; Counterforensics; FSD statistics; multimedia forensics; transportation theory;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854090