• DocumentCode
    2467608
  • Title

    Artifact reduction in low bit rate wavelet coding with robust nonlinear filtering

  • Author

    Shen, Mei-Yin ; Kuo, C. C Jay

  • Author_Institution
    Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
  • fYear
    1998
  • fDate
    7-9 Dec 1998
  • Firstpage
    480
  • Lastpage
    485
  • Abstract
    A postprocessing algorithm for compression artifact reduction in low-bit-rate wavelet coding is proposed in this work. We first formulate the artifact reduction problem as a robust estimation problem. Under this framework, the artifact-free image is obtained by minimizing a cost function that accounts for the smoothness constraint as well as image fidelity. Unlike the traditional approach that adopts gradient descent search for optimization, a set of nonlinear filters is used to calculate the approximate global minimum. The nonlinear filtering approach reduces the number of the objective function evaluation and increases the speed of convergence. It is shown by experimental results that the proposed approach can alleviate wavelet coding artifacts efficiently with a low computational cost
  • Keywords
    data compression; estimation theory; filtering theory; image coding; image enhancement; minimisation; nonlinear filters; transform coding; wavelet transforms; approximate global minimum calculation; compression artifact reduction; convergence speed; cost function minimisation; image coding; image fidelity; low bit rate wavelet coding; postprocessing algorithm; robust estimation problem; robust nonlinear filtering; smoothness constraint; Bit rate; Computational efficiency; Convergence; Cost function; Decoding; Filtering; Image coding; Image reconstruction; Nonlinear filters; Robustness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Signal Processing, 1998 IEEE Second Workshop on
  • Conference_Location
    Redondo Beach, CA
  • Print_ISBN
    0-7803-4919-9
  • Type

    conf

  • DOI
    10.1109/MMSP.1998.738998
  • Filename
    738998