• DocumentCode
    1413628
  • Title

    Directional Lapped Orthogonal Transform: Theory and Design

  • Author

    Muramatsu, Shogo ; Han, Dandan ; Kobayashi, Tomoya ; Kikuchi, Hisakazu

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Niigata Univ., Niigata, Japan
  • Volume
    21
  • Issue
    5
  • fYear
    2012
  • fDate
    5/1/2012 12:00:00 AM
  • Firstpage
    2434
  • Lastpage
    2448
  • Abstract
    This paper proposes a directional design method of 2-D nonseparable linear-phase paraunitary filter banks. The proposed method is based on a lattice structure consisting of the 2-D separable DCT block and nonseparable support extension processes. Because of the nonseparability, the bases are allowed to be directional with the critically fixed subsampling, overlapping, orthogonal, symmetric, real-valued, and compact support properties. First, a novel vanishing moment (VM) condition is introduced as a suitable directional constraint, where the moment is referred to as the trend VM. The condition forces wavelet filters, i.e., high-pass and bandpass filters, to annihilate trend-surface components. Second, some theoretical properties of TVMs are discussed for general 2-D paraunitary systems, and then, the properties are applied to the lattice parameters. In order to verify the significance, several design examples are shown, the trend-surface annihilation properties are numerically confirmed, and the denoising capability is evaluated for images through shrinkage. It is shown that our proposed transforms yield perceptually preferable results.
  • Keywords
    channel bank filters; discrete cosine transforms; image denoising; wavelet transforms; 2D nonseparable linear-phase paraunitary filter banks; 2D separable DCT block; bandpass filters; directional constraint; directional design method; directional lapped orthogonal transform; force wavelet filters; general 2D paraunitary systems; high-pass filter; image denoising; lattice structure; nonseparable support extension process; trend-surface annihilation property; trend-surface components; vanishing moment condition; Discrete wavelet transforms; Equations; Lattices; Surface waves; Transform coding; Vectors; 2-D discrete wavelet transform (DWT); GenLOT; multidimensional filter banks; nonseparable filter design; trend vanishing moments (TVMs); Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2011.2182055
  • Filename
    6121947