Combining Robust Statistical and 1D Laplacian Operators Using Genetic Programming to Detect and Remove Impulse Noise from Images

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Javed:2015:FIT,
  author =       "Syed Gibran Javed and Abdul Majid and Nabeela Kausar",
  booktitle =    "13th International Conference on Frontiers of
                 Information Technology (FIT)",
  title =        "Combining Robust Statistical and {1D} Laplacian
                 Operators Using Genetic Programming to Detect and
                 Remove Impulse Noise from Images",
  year =         "2015",
  pages =        "18--23",
  abstract =     "In this paper, genetic programming (GP) based
                 intelligent scheme is proposed for the denoising of
                 digital images from impulse noise. Mixed impulse noise
                 model which comprises a mixture of both salt & pepper,
                 and uniform impulse noise, is considered. The proposed
                 scheme works in two stages. First stage detects impulse
                 noise in the image through a novel single-stage GP
                 detector which is based on the extraction of robust
                 statistical features and convolution of corrupted image
                 with 1D Laplacian operators. The second stage consists
                 of a GP based estimator that removes the noise by
                 estimating the pixel value. This estimator approximates
                 the pixel value by calculating the statistical features
                 in the neighbourhood of noise-free pixels. The idea of
                 developing a single-stage detector and estimator is
                 very effective in the removal of impulse noise. The
                 proposed approach is tested on a variety of standard
                 images and its comparison with other relevant
                 techniques show that the performance of the proposed
                 approach is better.",
  keywords =     "genetic algorithms, genetic programming",
  DOI =          "doi:10.1109/FIT.2015.15",
  month =        dec,
  notes =        "Also known as \cite{7420969}",
}

Genetic Programming entries for Syed Gibran Javed Abdul Majid Nabeela Kausar

Citations