• DocumentCode
    633925
  • Title

    A study of influence between digital watermarking and steganography

  • Author

    Yafeng Zhou ; Ng, Wing W. Y.

  • Author_Institution
    Machine Learning & Cybern. Res. Center, South China Univ. of Technol., Guangzhou, China
  • fYear
    2013
  • fDate
    14-17 July 2013
  • Firstpage
    49
  • Lastpage
    55
  • Abstract
    Researches about steganography and watermark mostly focus on either field separately. However, their correlation is ignored while they apply highly similar techniques to hide information in images. Watermark is commonly added in some websites after an image is uploaded. In this work, we study the influence of steganalysis caused by watermarking. Several watermarking and steganography algorithms, both classical and recent, are implemented and tested using an L-GEM based RBFNN. Experimental results show a degradation of steganalysis when the watermarking and steganography use similar embedding techniques. Moreover, the steganalysis accuracies depend on the use of embedding techniques in training datasets. If training images do not have watermarks while testing images have, the detection rates decrease significantly. This creates a new and easy steganography method to avoid steganalysis.
  • Keywords
    generalisation (artificial intelligence); image watermarking; radial basis function networks; steganography; L-GEM based RBFNN; digital watermarking; embedding technique; image information; localized generalization error model; radial basis function neural network; steganalysis; steganography; Abstracts; Accuracy; Discrete cosine transforms; Discrete wavelet transforms; Image coding; Mathematical model; Testing; Digital watermarking; L-GEM; RBFNN; Steganalysis; Steganography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wavelet Analysis and Pattern Recognition (ICWAPR), 2013 International Conference on
  • Conference_Location
    Tianjin
  • ISSN
    2158-5695
  • Print_ISBN
    978-1-4799-0415-0
  • Type

    conf

  • DOI
    10.1109/ICWAPR.2013.6599291
  • Filename
    6599291