• DocumentCode
    1876848
  • Title

    A new multiresolution generalized directional filter bank design and application in image enhancement

  • Author

    Patel, Vishal M. ; Easley, Glenn R. ; Healy, Dennis M., Jr.

  • Author_Institution
    Univ. of Maryland, College Park, MD
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    2816
  • Lastpage
    2819
  • Abstract
    In this paper, we present an image enhancement technique based on a new multiscale generalized directional filter bank design. The design presented is a shift-invariant overcomplete representation, which is well suited to extracting geometric features such as edges. Special cases of this design method can be made to reduce to different and improved implementations of the shearlet and the contourlet transforms, which are known to represent certain classes of images optimally. Use of this new filter bank design has proven itself competitive in image restoration for noisy images and is well suited for distinguishing noise from weak edges. Experimental results show that our unique image enhancement technique out-performs wavelet and contourlet based enhancement methods.
  • Keywords
    channel bank filters; feature extraction; image enhancement; image resolution; image restoration; transforms; contourlet transform; geometric feature extraction; image enhancement; image restoration; multiresolution generalized directional filter bank design; shearlet transform; shift-invariant overcomplete representation; Algorithm design and analysis; Approximation error; Channel bank filters; Design methodology; Discrete transforms; Filter bank; Frequency; Image enhancement; Image resolution; Multidimensional systems; Image enhancement; Image processing; Multidimensional digital filters; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1765-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2008.4712380
  • Filename
    4712380