A New Method for Blind Image Steganalysis

doi:10.13190/jbupt.200602.1.jiangn

JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM ›› 2006, Vol. 29 ›› Issue (2): 1-4.doi: 10.13190/jbupt.200602.1.jiangn

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A New Method for Blind Image Steganalysis

JIANG Nan，WANG Jian，YANG Yixian

Information Security Center, Beijing University of Posts and Telecommunications

Online:2006-04-28 Published:2006-04-28

Abstract

Abstract: Image quality metrics have two inputs: the original image and the stego image. Whereas blind image steganalysis only has one input: the stego image. In order to fit blind image steganalysis, the image quality metrics must be altered: the original images are replaced by white images. Using four image quality metrics, the distance between stego images and white images can be obtained. Regarding the distance as eigenvectors and using SVM (support vector machine) to classify them into two classes: one includes hidden information, the other one doesn't. Bandpass filter property of human visual system is used to improve correct detection rate. Experiments show that this method is effective to nature images.

Key words: Information hiding, steganalysis, human visual system, support vector machine

JIANG Nan，WANG Jian，YANG Yixian. A New Method for Blind Image Steganalysis[J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2006, 29(2): 1-4.

References

[1] 林代茂, 胡岚, 郭云彪,等. 广义信息隐藏技术的机理与模型
[J]. 北京邮电大学学报, 2005, 28(1): 1-5. Lin Daimao, Hu Lan, Guo Yunbiao, et al. The mechanism and model of generalized information hiding techno-logy
[J]. Journal of Beijing University of Posts and Telecommunications, 2005, 28(1): 1-5.
[2] 牛少彰, 郭芬红, 钮心忻. 基于对角占优矩阵的数字水印算法
[J]. 北京邮电大学学报, 2004, 27(6): 74-78. Niu Shaozhang, Guo Fenhong, Niu Xinxin. Digital watermarking algorithm based on diagonally dominant matrix
[J]. Journal of Beijing University of Posts and Telecommunications, 2004, 27(6): 74-78.
[3] Wu Hongtao, Zhu Bocheng, Yang Yixian. Hiding information into palette-based image
[J]. The Journal of China Universities of Posts and Telecommunications, 2005, 12(1): 5-9, 14.
[4] Chen B, Wornell G W. Quantization index modulation: a class of provably good methods for digital watermarking and information embedding . IEEE Transactions on Information Theory, 2001, 47(4): 1423-1443.
[5] Lin E T, Delp E J. A review of data hiding in digital images //PICS 1999: Proceedings of the Image Processing, Image Quality, Image Capture Systems Conference. Georgia: The Society for Imaging Science and Technology,1999: 274-278.
[6] Avcibas I, Memon N, Sankur B. Steganalysis using ima-ge quality metrics
[J]. IEEE Transactions on Image Processing, 2003, 12(2): 221-229.
[7] Avcibas I, Sankur B, Sayood K. Statistical analysis of image quality measures
[J]. Electron Image, 2002, 11(2): 206-223.
[8] Lyu S, Farid H. Steganalysis using color wavelet statistics and one-class support vector machines . San Jose: The Society for Imaging Science and Technology, 2004 . http://citeseer.ist.psu.edu/669660.html.
[9] Vapnik N V. 统计学习理论的本质
[M]. 张学工, 译. 北京: 清华大学出版社, 2000. Vapnik V N. The nature of statistical learning theory
[M]. Zhang Xuegong, trans. Beijing: Tsinghua University Press, 2000.

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A New Method for Blind Image Steganalysis

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