• DocumentCode
    2326053
  • Title

    Fractal representation of images via the discrete wavelet transform

  • Author

    Krupnik, H. ; Malah, D. ; Karnin, E.

  • Author_Institution
    Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
  • fYear
    1995
  • fDate
    7-8 March 1995
  • Abstract
    Fractal representation of images is based on mappings between similar regions within an image (also known as IFS). Such a representation can be applied to image coding and to increase image resolution. One of the main drawbacks of conventional fractal representation is the fact that the mappings are between blocks. As a result, the reconstructed image may suffer from disturbing blockiness. In this work we present a method for mapping similar regions within an image in the wavelet domain. We first show how to use the Haar wavelet transform coefficients to find mappings which are identical to conventional blockwise mappings. The union of these mappings, between sets of wavelet coefficients, can be interpreted as a prediction of higher bands of a signal from its lower band. Changing the mother-wavelet to other than Haar, creates mappings which are between regions which smoothly decay towards their borders, thus reducing the blockiness, as well as improving the PSNR of the reconstructed image.
  • Keywords
    fractals; image coding; image reconstruction; image representation; image resolution; transforms; wavelet transforms; Haar wavelet transform coefficients; discrete wavelet transform; fractal representation; image coding; image resolution improvement; reconstructed image; wavelet domain mappings; Discrete wavelet transforms; Fractals; Image coding; Image reconstruction; Image resolution; PSNR; Signal mapping; Wavelet coefficients; Wavelet domain; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Electronics Engineers in Israel, 1995., Eighteenth Convention of
  • Conference_Location
    Tel Aviv, Israel
  • Print_ISBN
    0-7803-2498-6
  • Type

    conf

  • DOI
    10.1109/EEIS.1995.513796
  • Filename
    513796