• DocumentCode
    2870273
  • Title

    Image denoising using wavelet transform modulus sum

  • Author

    Lun, Daniel Pak-Kong ; Hsung, Tai-Chiu

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Hong Kong Polytech. Univ., Hung Hom, Hong Kong
  • Volume
    2
  • fYear
    1998
  • fDate
    1998
  • Firstpage
    1113
  • Abstract
    For conventional MPEG-1 video decoding, one of the major sources of noise appearing in the decoded image sequence is the blocking effect, which is incurred by the quantization errors of the image blocks of the key frames. Recently, the wavelet transform modulus maxima (WTMM) approach was proposed to significantly reduce the blocking effect of the decoded image sequence. This algorithm improves the quality of the decoded image sequence in the sense of signal-to-noise ratio as well as visual quality. Nonetheless, the WTMM deblocking algorithm is an iterative algorithm that requires a long computation time to reconstruct the processed WTMM to obtain the deblocked image. In this paper, another wavelet-based deblocking algorithm is studied. The algorithm has the advantage of the WTMM approach that it can effectively identify the edges and the smooth regions of an image irrespective the discontinuities introduced by the blocking effect. It improves over the WTMM approach in that only a simple inverse wavelet transform is required to reconstruct the processed wavelet coefficients to obtain the deblocked image sequence
  • Keywords
    decoding; edge detection; image reconstruction; image sequences; transform coding; video coding; wavelet transforms; MPEG-1; blocking effect; edge identification; image denoising; image reconstruction; image sequence; inverse wavelet transform; quantization errors; smooth regions; video decoding; wavelet transform modulus sum; Cost function; Image denoising; Image reconstruction; Image sequences; Iterative algorithms; Iterative decoding; Quantization; Signal to noise ratio; Wavelet coefficients; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Proceedings, 1998. ICSP '98. 1998 Fourth International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-4325-5
  • Type

    conf

  • DOI
    10.1109/ICOSP.1998.770812
  • Filename
    770812