• DocumentCode
    67539
  • Title

    Coset Sum: An Alternative to the Tensor Product in Wavelet Construction

  • Author

    Youngmi Hur ; Fang Zheng

  • Author_Institution
    Dept. of Appl. Math. & Stat., Johns Hopkins Univ., Baltimore, MD, USA
  • Volume
    59
  • Issue
    6
  • fYear
    2013
  • fDate
    Jun-13
  • Firstpage
    3554
  • Lastpage
    3571
  • Abstract
    A multivariate biorthogonal wavelet system can be obtained from a pair of multivariate biorthogonal refinement masks in multiresolution analysis setup. Some multivariate refinement masks may be decomposed into lower dimensional refinement masks. Tensor product is a popular way to construct a decomposable multivariate refinement mask from lower dimensional refinement masks. We present an alternative method, which we call coset sum, for constructing multivariate refinement masks from univariate refinement masks. The coset sum shares many essential features of the tensor product that make it attractive in practice: 1) it preserves the biorthogonality of univariate refinement masks, 2) it preserves the accuracy number of the univariate refinement mask, and 3) the wavelet system associated with it has fast algorithms for computing and inverting the wavelet coefficients. The coset sum can even provide a wavelet system with faster algorithms in certain cases than the tensor product. These features of the coset sum suggest that it is worthwhile to develop and practice alternative methods to the tensor product for constructing multivariate wavelet systems. Some experimental results using 2-D images are presented to illustrate our findings.
  • Keywords
    image processing; wavelet transforms; 2D image; biorthogonality; coset sum; decomposable multivariate refinement mask; multiresolution analysis; multivariate biorthogonal refinement mask; multivariate biorthogonal wavelet system; tensor product; univariate refinement mask; wavelet coefficient; Accuracy; Complexity theory; Multiresolution analysis; Splines (mathematics); Tensile stress; Wavelet transforms; Zinc; Coset sum; fast algorithm; interpolatory mask; refinement mask; tensor product; wavelet mask; wavelet system;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2013.2244165
  • Filename
    6469231