• DocumentCode
    3486892
  • Title

    Implementation and application of local computation of wavelet coefficients in the dual-tree complex wavelets

  • Author

    El-Shehaby, Iman A. ; Tran, Trac D.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Johns Hopkins Univ., Baltimore, MD, USA
  • fYear
    2009
  • fDate
    7-10 Nov. 2009
  • Firstpage
    3885
  • Lastpage
    3888
  • Abstract
    The dual-tree complex wavelet transform (DT CWT) was introduced to overcome the disadvantages of the traditional fully decimated discrete wavelet transform (DWT), namely the shift-variance and the poor directional selectivity properties. Because of its improvements in these aspects, the dual-tree has been widely used in many image processing applications such as denoising, motion estimation, image classification and even compression despite its redundant representation. In our previous work, we were able to accurately and locally estimate the wavelet coefficients of one tree in the DT CWT, given a subset of the other tree coefficients. Our method is based on exploiting the orthogonality properties of one of the nicest dual-tree designs - the Q-shift complex wavelets. In this paper, we demonstrate the implementation of multiple level of decomposition as well as the two dimensional realization with application to region of interest (ROI) imaging applications such as denoising.
  • Keywords
    image classification; image coding; image denoising; motion estimation; wavelet transforms; Q-shift complex wavelets; directional selectivity property; discrete wavelet transform; dual-tree complex wavelet transform; image classification; image compression; image denoisinig; image processing; motion estimation; orthogonality property; shift-variance property; Computer applications; Continuous wavelet transforms; Discrete wavelet transforms; Filter bank; Image denoising; Image processing; Matrix decomposition; Noise reduction; Signal processing algorithms; Wavelet coefficients; Dual-tree; complex wavelets; image denoising; region of interest;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2009 16th IEEE International Conference on
  • Conference_Location
    Cairo
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-5653-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2009.5414018
  • Filename
    5414018