Steganalysis using higher-order image statistics

被引:221
作者
Lyu, Siwei [1 ]
Farid, Hany [1 ]
机构
[1] Dartmouth Coll, Dept Comp Sci, Hanover, NH 03755 USA
基金
美国国家科学基金会;
关键词
image classification; image statistics; information hiding;
D O I
10.1109/TIFS.2005.863485
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Techniques for information hiding (steganography) are becoming increasingly more sophisticated and widespread. With high-resolution digital images as carriers, detecting hidden messages is also becoming considerably more difficult. We describe a universal approach to steganalysis for detecting the presence of hidden messages embedded within digital images. We show that, within multiscale, multiorientation image decompositions (e.g., wavelets), first- and higher-order magnitude and phase statistics are relatively consistent across a broad range of images, but are disturbed by the presence of embedded hidden messages. We show the efficacy of our approach on a large collection of images, and on eight different steganographic embedding algorithms.
引用
收藏
页码:111 / 119
页数:9
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