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基于主元统计的音频隐写分析 被引量:3

Audio Steganalysis Based on Principal Component Statistics
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摘要 论文利用主元分析原理,分别从时域、小波域、频域几方面来提取音频载体隐写前后的不重要主元,进行形态学变换后,以其相邻两列汉明距离的奇数阶中心矩作为特征向量,用支持向量机分类,隐写分析分类准确率可超过95%。 This paper makes use of the principle of principal component analysis, and extracts least significant principal components of original and stego audio from time and wavelet and spectrogram domain respectively. Following morphology transformation, Odd order center moment of Hamming distance of its two neighbouring columns is used as eigenvector, and classed by support vector machine. The classification accuracy of steganalysis can be attained over 95%.
作者 淦新富 郭立
出处 《信息安全与通信保密》 2007年第2期63-64,67,共3页 Information Security and Communications Privacy
关键词 音频隐写分析 主元分析 形态学变换 Audio steganalysis Principal component analysis Morphology transform
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参考文献6

  • 1[1]Altun O,Sharma G.Morphological steganalysis of audio singals and the principle of diminishing marginal distortions,ICASSP,2005,21-24.
  • 2[2]Johnson M K,Lyu S,Farid H.Steganalysis of recorded speech,Proc.SPIE,2005,vol.5681,(664-672).
  • 3[3]Hetzl S.Steghide,http://steghide.sourceforge.net/,2003.
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同被引文献30

  • 1李春,黄继武.一种抗JPEG压缩的半脆弱图像水印算法[J].软件学报,2006,17(2):315-324. 被引量:40
  • 2李夕红,祝忠明,谢兴红.音频信号采集与AGC算法的DSP实现[J].电子产品世界,2007,14(4):101-102. 被引量:3
  • 3Alexander Adli, Zensho Nakao. Three Steganography Algorithms for MIDI Files[C]// Proceedings of the Fourth International Conference on Machine Learning and Cybernetics. Guangzhou: [s.n.], 2005: 18-21.
  • 4Li Xiaolong, Yang Bin, Cheng Daofang, et al. A Generalization of LSB Matching[J]. IEEE Signal Processing Letters, 2009, 16(02): 69-72.
  • 5Ker A D. Steganalysis of LSB Matching in Grayscale Images[J]. IEEE Signal Processing Letters, 2005(12).. 441-444.
  • 6Zhang J, CoxI J, Doerr G. Steganalysis for LSB Matching in Images with High-frequency Noise[J]. Proceedings of the IEEE Workshop on Multimedia Signal Processing, 2007(10): 385-388.
  • 7MIDI Database. Free MIDI File Datebase[DB/OL]. [2009-08-26]. http://www.mididb.com/.
  • 8FRIDRICH J, GOI.JAN M. Detecting LSB steganography in color and grayscale images[J]. IEEE Multimedia and Security,2001, 8(4) : 22- 28.
  • 9HARMSEN J J, PEARLMAN W A. Steganalysis of additive noise modelabie informatidn hiding [D]. America: Rensselaer Polytechnic Institute, 2003.
  • 10JOHNSON M K, LYU S, FARID H. Steganalysis of recorded speech[C]// Proceedings of SPIE, Security, Steganography, and Watermarking of Multimedia Contents VII, January 17-20, 2005, San Jose, CA, USA. [S. l]: IEEE, 2005..664-672.

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