• DocumentCode
    442794
  • Title

    Image restoration using a hybrid combination of particle filtering and wavelet denoising

  • Author

    Zhai, Yan ; Yeary, Mark ; DeBrunner, Victor ; Havlicek, Joseph P. ; Alkhouli, Osama

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Oklahoma Univ., Norman, OK, USA
  • Volume
    2
  • fYear
    2005
  • fDate
    11-14 Sept. 2005
  • Abstract
    In this paper we propose a novel image restoration method that effectively combines a particle filter with wavelet shrinkage to achieve robust performance against inhomogeneous noise mixtures. Specifically, the particle filter acts to suppress outlier-rich components of the noise while, in a subsequent step, the wavelet domain shrinkage attenuates any remaining, less heavily tailed noise components. We present late breaking preliminary examples demonstrating excellent rejection of salt-and-pepper like Cauchy noise mixed with additive white Gaussian noise (AWGN). Although limited in scope, these preliminary results suggest that the combination of particle filters with more traditional restoration techniques is a powerful approach that can provide a new dimension of flexibility for addressing noise mixtures involving difficult nonlinear and non-Gaussian components.
  • Keywords
    AWGN; discrete wavelet transforms; image denoising; image restoration; particle filtering (numerical methods); AWGN; Cauchy noise; additive white Gaussian noise; discrete wavelet transforms; image restoration; image restoration method; inhomogeneous noise mixtures; outlier-rich components suppression; particle filtering; wavelet domain shrinkage; wavelet shrinkage; Additive white noise; Discrete wavelet transforms; Filtering; Gaussian noise; Image restoration; Noise reduction; Noise robustness; Nonlinear distortion; Particle filters; Wavelet domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2005. ICIP 2005. IEEE International Conference on
  • Print_ISBN
    0-7803-9134-9
  • Type

    conf

  • DOI
    10.1109/ICIP.2005.1530174
  • Filename
    1530174