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›› 2012, Vol. ›› Issue (2): 264-270.DOI: 10.7523/j.issn.2095-6134.2012.2.018

• Research Articles • Previous Articles     Next Articles

Analysis of complementarity among three sets of the features and their fusion for spatial steganography

ZHANG Tao1, ZHAO Xian-Feng1, HUANG Wei1, SHENG Ren-Nong2   

  1. 1. State Key Laboratory of Information Security, Institute of Software, Chinese Academy of Sciences, Beijing 100190, China;
    2. Beijing Institute of Electronic Technology and Application, Beijing 100091, China
  • Received:2011-01-21 Revised:2011-03-21 Online:2012-03-15

Abstract:

In view of spatial steganography, we discuss the complementarity among three sets of the features including statistical moments of wavelet characteristic functions, high-order statistics, and subtractive pixel adjacency matrix, and we use the mutual information criterion and boosting feature selection to fuse the features. Analytic and experimental results show that the complementarity does exist among the features and the fusion enhances accuracy of steganalysis.

Key words: feature selection, feature fusion, spatial steganography, steganalysis

CLC Number: