JPEG steganalysis using empirical transition matrix in block DCT domain

被引：23

作者：

Fu, Dongdong ^{[1
]}

Shi, Yun Q. ^{[1
]}

Zou, Dekun ^{[1
]}

Xuan, Guorong ^{[2
]}

机构：

[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA

[2] Tongji Univ, Dept Comp Sci, Shanghai, Peoples R China

来源：

2006 IEEE WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING | 2006年

关键词：

steganalysis; steganography; conditional probability matrix; support vector machine (SVM);

D O I：

10.1109/MMSP.2006.285320

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents a novel steganalysis scheme to effectively attack the JPEG steganographic schemes. The proposed method exploits the correlations between block-DCT coefficients in both intra-block and inter-block sense. We use Markov empirical transition matrices to capture these dependencies. The experimental results demonstrate that the proposed scheme is superior to the existing steganalyzers in attacking OutGuess, F5, and MB1.

引用

页码：310 / +

页数：2

共 50 条

[1] An Empirical Study of Steganography and Steganalysis of Color Images in the JPEG Domain
Taburet, Theo
Filstroff, Louis
Bas, Patrick
Sawaya, Wadih
[J]. DIGITAL FORENSICS AND WATERMARKING, IWDW 2018, 2019, 11378 : 290 - 303
[2] Low-Complexity Features for JPEG Steganalysis Using Undecimated DCT
Holub, Vojtech
Fridrich, Jessica
[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2015, 10 (02) : 219 - 228
[3] A steganalysis method in the DCT domain
Mao Jia-Fa
Niu Xin-Xin
Xiao Gang
Sheng Wei-Guo
Zhang Na-Na
[J]. Multimedia Tools and Applications, 2016, 75 : 5999 - 6019
[4] A steganalysis method in the DCT domain
Mao Jia-Fa
Niu Xin-Xin
Xiao Gang
Sheng Wei-Guo
Zhang Na-Na
[J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2016, 75 (10) : 5999 - 6019
[5] Blind JPEG steganalysis based on DCT coefficients differences
Amr Magdy Rabee
Marghny Hassan Mohamed
Yousef Bassyouni Mahdy
[J]. Multimedia Tools and Applications, 2018, 77 : 7763 - 7777
[6] Blind JPEG steganalysis based on DCT coefficients differences
Rabee, Amr Magdy
Mohamed, Marghny Hassan
Mahdy, Yousef Bassyouni
[J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (06) : 7763 - 7777
[7] Universal Image Steganalysis Based on Wavelet Packet Decomposition and Empirical Transition Matrix in Wavelet Domain
Yang, Xiaoyuan
Lei, Yu
Pan, Xiaozhong
Liu, Jia
[J]. 2009 INTERNATIONAL FORUM ON COMPUTER SCIENCE-TECHNOLOGY AND APPLICATIONS, VOL 2, PROCEEDINGS, 2009, : 179 - 182
[8] JPEG Image Steganalysis Using Weight Allocation from Block Evaluation
Luo, Weiwei
Zhou, Wenpeng
Fang, Jinglong
Fan, Lingyan
[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2022, E105D (01) : 180 - 183
[9] Steganalysis of block-DCT image steganography
Wang, Y
Moulin, P
[J]. PROCEEDINGS OF THE 2003 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING, 2003, : 339 - 342
[10] Quantitative Steganalysis of LSB Embedding in JPEG Domain
Kodovsky, Jan
Fridrich, Jessica
[J]. MM&SEC 2010: 2010 ACM SIGMM MULTIMEDIA AND SECURITY WORKSHOP, PROCEEDINGS, 2010, : 187 - 197

← 1 2 3 4 5 →