A generalized Benford's law for JPEG coefficients and its applications in image forensics

被引:115
作者
Fu, Dongdong [1 ]
Shi, Yuri Q. [1 ]
Su, Wei [2 ]
机构
[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
[2] US Army, Commun Elect RD&E Ctr, Intelligence & Informat Warfare Directorate, Ft Monmouth, NJ 07703 USA
来源
SECURITY, STEGANOGRAPHY, AND WATERMARKING OF MULTIMEDIA CONTENTS IX | 2007年 / 6505卷
关键词
Benford's law; first digit law; block-DCT coefficients; JPEG coefficients; probability distribution;
D O I
10.1117/12.704723
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
In this paper, a novel statistical model based on Benford's law for the probability distributions of the first digits of the block-DCT and quantized JPEG coefficients is presented. A parametric logarithmic law, i.e., the generalized Benford's law, is formulated. Furthermore, some potential applications of this model in image forensics are discussed in this paper, which include the detection of JPEG compression for images in bitmap format, the estimation of JPEG compression Q-factor for JPEG compressed bitmap image, and the detection of double compressed JPEG image. The results of our extensive experiments demonstrate the effectiveness of the proposed statistical model.
引用
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页数:11
相关论文
共 15 条
[1]  
Acebo E., 2005, Computational Aesthetic in Graphics, Visualisation and Imaging
[2]  
[Anonymous], 1881, American Journal of Mathematics, DOI [10.2307/2369148, DOI 10.2307/2369148]
[3]  
[Anonymous], IEEE T IMAGE PROCESS
[4]  
Benford F., 1938, Proceedings of the American Philosophical Society, V78, P551, DOI DOI 10.2307/984802
[5]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
[6]  
Durtschi C, 2004, Journal of Forensic Accounting, V5, P17
[7]   STATISTICAL DISTRIBUTIONS OF IMAGE DCT COEFFICIENTS [J].
EGGERTON, JD ;
SRINATH, MD .
COMPUTERS & ELECTRICAL ENGINEERING, 1986, 12 (3-4) :137-145
[8]  
FU D, 2006, GEN BENFORD LAW JPEG
[9]   A statistical derivation of the significant-digit law [J].
Hill, TP .
STATISTICAL SCIENCE, 1995, 10 (04) :354-363
[10]   Images and Benford's law [J].
Jolion, JM .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2001, 14 (01) :73-81