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采用L-M算法的JPEG图像隐写分析 被引量:3

Steganalysis for JPEG images based on L-M algorithm
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摘要 提出了一种针对JPEG图像的通用隐写分析系统。首先对实验图像提取其在小波域的细节部分和近似部分系数的特征函数矩和实验图像的第一层小波分解后的对角子带D1再次进行分解所得到的细节部分和近似部分系数的特征函数矩作特征的有效性分析,通过对有效特征的选择和提取,得到一组训练集合,最后采用基于L-M算法的BP神经网络来进行分类。实验结果表明,这是一种有效的、高精度的盲检测方法,能够准确识别出JPEG图像是否含有隐密信息。 This paper proposes a universal steganalysis system for JPEG images.Several kinds of steganography algorithms are used for embedding the secret information into images.Then this paper effective analyzes the experiment of the characteristic function for the coefficients of the wavelet decomposition details and approximation components.This paper also further decomposes the first scale diagonal D1 subbands and obtains the coefficients of the details and approximation components.Then does the same effectiveness analyses experiment for the characteristic function moment of the coefficients.The L-M algorithm BP neural network is adopted to train the feature set.This paper gets better detection results through the experiment for JPEG images.
出处 《计算机工程与应用》 CSCD 北大核心 2009年第14期113-115,163,共4页 Computer Engineering and Applications
关键词 通用隐写分析系统 特征函数 特征的提取和选择 L-M算法 universal steganalysis characteristic function feature extract and select Levenberg-Marquard(tL-M) algorithm
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参考文献5

  • 1Fridrich J.Feature-based steganalysis for JPEG images and its implications for future design of steganographic schemes[C]//LNCS 3200.Berlin Heidelberg, New York : Springer-Verlag, 2004 : 67-81.
  • 2Quan Xiao-mei,Zhang Hong-bin,Dou Hong-ehen.Steganalysis for JPEG images based on statistical features of stego and cover images[C]//Huang D S, Heutte L, Loog M.LNCS 4681 :ICIC 2007,2007 : 970-977.
  • 3Wang Ying.Optimized feature extraction for learning-based image steganalysis[C]//SPIE Conference on Security,Steganography,and Watermarking of Muhimedia Contents,and Jose,CA,January 2006.
  • 4Harmsen J J,Pearlman W A.Steganalysis of additive noise modelable information hiding[C]//Proc of the SPIE Security,Steganography,and Watermarking of Muhimedia Contents Ⅵ,San Jose, CA,Jan 2003: 131-142.
  • 5Shi Y Q,Xuan Guo-rong,Zou De-kun.Image steganalysis based on moment of characteristic function using wavelet decomposition prediction-error image,and neural network[J]IEEE,2005.

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