• DocumentCode
    554025
  • Title

    Using wavelet networks in image compression

  • Author

    Weiwei Xiao ; Haiyan Liu

  • Author_Institution
    Coll. of Sci., North China Univ. of Technol., Beijing, China
  • Volume
    2
  • fYear
    2011
  • fDate
    26-28 July 2011
  • Firstpage
    700
  • Lastpage
    704
  • Abstract
    At present, the combination of wavelet analysis and neural network is an active research area. This paper presents a method of image compression based on wavelet neural network. Wavelet network is the tight combination of wavelet decomposition and neural network, where wavelet basis function works as the activation function. Wavelet network is used to compress images in this paper, and the comparison between wavelet network and traditional neural network is presented here. The result shows that wavelet network method succeeded in improving performances and efficiency in image compression.
  • Keywords
    data compression; feedforward neural nets; image coding; wavelet transforms; activation function; image compression; wavelet analysis; wavelet decomposition; wavelet neural network; Biological neural networks; Image coding; Neurons; Training; Wavelet analysis; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation (ICNC), 2011 Seventh International Conference on
  • Conference_Location
    Shanghai
  • ISSN
    2157-9555
  • Print_ISBN
    978-1-4244-9950-2
  • Type

    conf

  • DOI
    10.1109/ICNC.2011.6022148
  • Filename
    6022148