• DocumentCode
    1122475
  • Title

    Moving window-based double haar wavelet transform for image processing

  • Author

    Wang, Xin

  • Author_Institution
    Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan
  • Volume
    15
  • Issue
    9
  • fYear
    2006
  • Firstpage
    2771
  • Lastpage
    2779
  • Abstract
    Image denoising is a lively research field. The classical nonlinear filters used for image denoising, such as median filter, are based on a local analysis of the pixels within a moving window. Recently, the research of image denoising has been focused on the wavelet domain. Compared to the classical nonlinear filters, it is based on a global multiscale analysis of images. Apparently, the wavelet transform can be embedded in a moving window. Thus, a moving window-based local multiscale analysis is obtained. In this paper, based on the Haar wavelet, a class of nonorthogonal multichannel filter bank with its corresponding wavelet shrinkage called Lee shrinkage is derived. As a special case of this filter bank, the double Haar wavelet transform is introduced. Examples show that it is suitable for a moving window-based local multiscale analysis used for image denoising, edge detection, and edge enhancement
  • Keywords
    Haar transforms; edge detection; image denoising; image enhancement; median filters; wavelet transforms; Lee shrinkage; classical nonlinear filters; edge detection; edge enhancement; global multiscale image analysis; image denoising; image processing; median filter; moving window-based double Haar wavelet transform; moving window-based local multiscale analysis; nonorthogonal multichannel filter bank; wavelet shrinkage; Filter bank; Image analysis; Image denoising; Image edge detection; Image processing; Noise reduction; Nonlinear filters; Wavelet coefficients; Wavelet domain; Wavelet transforms; Edge detection; Haar wavelet; Lee shrinkage; edge enhancement; image denoising; moving window;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2006.877316
  • Filename
    1673457