Anti-Forensics of Lossy Predictive Image Compression

被引:8
作者
Li, Yuanman [1 ]
Zhou, Jiantao [1 ]
机构
[1] Univ Macau, Dept Comp & Informat Sci, Macau, Peoples R China
关键词
Anti-forensics; lossy predictive image coding;
D O I
10.1109/LSP.2015.2472561
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Image compression evidence has been utilized as an important forensic feature to justify image authenticity. However, some recent studies showed that the compression evidence of block transform-based image coding, e.g., JPEG and JPEG2000, can be effectively erased by adding designed dither noise in the transform domain. In this paper, we demonstrate that it is also feasible to hide the compression evidence of lossy predictive image coding, a class of compression paradigm widely employed in critical scenarios. To tackle the challenging issue of error propagation inherent to predictive coding, we design a prediction-direction preserving strategy, allowing us to add dither noise in the prediction error (PE) domain, while minimizing the incurred distortion. Extensive experimental results are provided to verify the effectiveness of the proposed anti-forensic algorithm for lossy predictive image coding.
引用
收藏
页码:2219 / 2223
页数:5
相关论文
共 12 条
[1]   JPEG Anti-Forensics With Improved Tradeoff Between Forensic Undetectability and Image Quality [J].
Fan, Wei ;
Wang, Kai ;
Cayre, Francois ;
Xiong, Zhang .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2014, 9 (08) :1211-1226
[2]   Identification of bitmap compression history: JPEG detection and quantizer estimation [J].
Fan, ZG ;
de Queiroz, RL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (02) :230-235
[3]   Image Forgery Detection A survey [J].
Farid, Hany .
IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (02) :16-25
[4]   Digital Image Source Coder Forensics Via Intrinsic Fingerprints [J].
Lin, W. Sabrina ;
Tjoa, Steven K. ;
Zhao, H. Vicky ;
Liu, K. J. Ray .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2009, 4 (03) :460-475
[5]   Temporal Forensics and Anti-Forensics for Motion Compensated Video [J].
Stamm, Matthew C. ;
Lin, W. Sabrina ;
Liu, K. J. Ray .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2012, 7 (04) :1315-1329
[6]   Anti-Forensics of Digital Image Compression [J].
Stamm, Matthew C. ;
Liu, K. J. Ray .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2011, 6 (03) :1050-1065
[7]  
Valenzise G, 2014, IEEE IMAGE PROC, P5337, DOI 10.1109/ICIP.2014.7026080
[8]  
Valenzise G, 2011, INT CONF ACOUST SPEE, P1884
[9]   The LOCO-I lossless image compression algorithm: Principles and standardization into JPEG-LS [J].
Weinberger, MJ ;
Seroussi, G ;
Sapiro, G .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (08) :1309-1324
[10]   L∞ constrained high-fidelity image compression via adaptive context modeling [J].
Wu, XL ;
Bao, P .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (04) :536-542