• DocumentCode
    1533767
  • Title

    Multiwavelet prefilters. II. Optimal orthogonal prefilters

  • Author

    Attakitmongcol, Kitti ; Hardin, Douglas P. ; Wilkes, D. Mitchell

  • Author_Institution
    Sch. of Electr. Eng., Suranaree Univ. of Technol., Thailand
  • Volume
    10
  • Issue
    10
  • fYear
    2001
  • fDate
    10/1/2001 12:00:00 AM
  • Firstpage
    1476
  • Lastpage
    1487
  • Abstract
    For pt.I see IEEE Trans. Circuits Syst. II, vol.45, p.1106-12 (1998). Prefiltering a given discrete signal has been shown to be an essential and necessary step in applications using unbalanced multiwavelets. In this paper, we develop two methods to obtain optimal second-order approximation preserving prefilters for a given orthogonal multiwavelet basis. These procedures use the prefilter construction introduced in Hardin and Roach (1998). The first prefilter optimization scheme exploits the Taylor series expansion of the prefilter combined with the multiwavelet. The second one is achieved by minimizing the energy compaction ratio (ECR) of the wavelet coefficients for an experimentally determined average input spectrum. We use both methods to find prefilters for the cases of the DGHM and Chui-Lian (CL) multiwavelets. We then compare experimental results using these filters in an image compression scheme. Additionally, using the DGHM multiwavelet with the optimal prefilters from the first scheme, we find that quadratic input signals are annihilated by the high-pass portion of the filter bank at the first level of decomposition
  • Keywords
    approximation theory; channel bank filters; circuit optimisation; data compression; image coding; wavelet transforms; Chui-Lian multiwavelets; DGHM multiwavelets; Taylor series expansion; average input spectrum; discrete signal; energy compaction ratio; filter bank; high-pass portion; image compression scheme; multiwavelet prefilters; optimal orthogonal prefilters; optimal second-order approximation preserving prefilters; orthogonal multiwavelet basis; prefilter optimization scheme; quadratic input signals; unbalanced multiwavelets; wavelet coefficients; Compaction; Filter bank; Image coding; Mathematics; Polynomials; Taylor series; Wavelet coefficients;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.951534
  • Filename
    951534