Automatic construction of tree-structural image transformation using genetic programming

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@InProceedings{ICIP99_Vol1*529,
  author =       "Shinya Aoki and Tomoharu Nagao",
  title =        "Automatic construction of tree-structural image
                 transformation using genetic programming",
  pages =        "529--533",
  booktitle =    "Proceedings of the 1999 International Conference on
                 Image Processing ({ICIP}-99)",
  month =        oct # " ~24--28",
  publisher =    "IEEE",
  year =         "1999",
  volume =       "1",
  address =      "Kobe",
  publisher_address = "Los Alamitos, CA, USA",
  keywords =     "genetic algorithms, genetic programming, automatic
                 construction, image filters, medical image processing,
                 tree-structural image transformation, image coding,
                 image processing",
  DOI =          "doi:10.1109/ICIP.1999.821685",
  abstract =     "We previously proposed an automatic construction
                 method of image transformations. In this method, we
                 approximated an unknown image transformation by a
                 series of several known image filters, and a genetic
                 algorithm optimizes their combination to meet the
                 processing purpose presented by sets of original and
                 target images. In this paper, we propose an extended
                 method named {"}Automatic Construction of
                 Tree-structural Image Transformations (ACTIT){"}. In
                 this new method, a tree whose interior nodes are image
                 filters and leaf ones are input images approximates the
                 transformation. The structures of the trees are
                 optimized using genetic programming. ACTIT finds
                 practical filter combinations that are too complicated
                 to be designed by hand. It can be applied to various
                 kinds of image processing tasks. We show examples of
                 its applications to document and medical image
                 processing",
  notes =        "Also known as \cite{821685}",
}

Genetic Programming entries for Shinya Aoki Tomoharu Nagao

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