A hybrid image restoration approach: Using fuzzy punctual kriging and genetic programming

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@Article{Chaudhry:2007:IJIST,
  author =       "Asmatullah Chaudhry and Asifullah Khan and 
                 Asad Ali and Anwar M. Mirza",
  title =        "A hybrid image restoration approach: Using fuzzy
                 punctual kriging and genetic programming",
  journal =      "International Journal of Imaging Systems and
                 Technology",
  year =         "2007",
  volume =       "17",
  number =       "4",
  pages =        "224--231",
  keywords =     "genetic algorithms, genetic programming, image
                 restoration, fuzzy logic, punctual kriging, structure
                 similarity index measure, SSIM, adaptive spatial
                 filtering",
  ISSN =         "1098-1098",
  DOI =          "doi:10.1002/ima.20105",
  abstract =     "We present an intelligent technique for image
                 denoising problem of gray level images degraded with
                 Gaussian white noise in spatial domain. The proposed
                 technique consists of using fuzzy logic as a mapping
                 function to decide whether a pixel needs to be krigged
                 or not. Genetic programming is then used to evolve an
                 optimal pixel intensity-estimation function for
                 restoring degraded images. The proposed system has
                 shown considerable improvement when compared both
                 qualitatively and quantitatively with the adaptive
                 Wiener filter, methods based on fuzzy kriging, and a
                 fuzzy-based averaging technique. Experimental results
                 conducted using an image database confirms that the
                 proposed technique offers superior performance in terms
                 of image quality measures. This also validates the use
                 of hybrid techniques for image restoration.",
}

Genetic Programming entries for Asmatullah Chaudhry Asifullah Khan Asad Ali Anwar M Mirza

Citations