Title :
Improved DCT coefficient analysis for forgery localization in JPEG images
Author :
Bianchi, Tiziano ; De Rosa, Alessia ; Piva, Alessandro
Author_Institution :
Dip. di Elettron. e Telecomun., Univ. di Firenze, Firenze, Italy
Abstract :
In this paper, we propose a statistical test to discriminate between original and forged regions in JPEG images, under the hypothesis that the former are doubly compressed while the latter are singly compressed. New probability models for the DCT coefficients of singly and doubly compressed regions are proposed, together with a reliable method for estimating the primary quantization factor in the case of double compression. Based on such models, the probability for each DCT block to be forged is derived. Experimental results demonstrate a better discriminating behavior with respect to previously proposed methods.
Keywords :
discrete cosine transforms; image coding; statistical analysis; DCT coefficient analysis improvement; JPEG images; doubly compressed regions; forgery localization; primary quantization factor; probability models; singly compressed regions; statistical test; Discrete cosine transforms; Forensics; Forgery; Histograms; Image coding; Quantization; Transform coding; Bayesian inference; JPEG artifacts; forgery localization; multimedia forensics;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946978