Evolving Novel Image Features Using Genetic Programming-Based Image Transforms

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

@InProceedings{Kowaliw:2009:cec,
  author =       "Taras Kowaliw and Wolfgang Banzhaf and 
                 Nawwaf Kharma and Simon Harding",
  title =        "Evolving Novel Image Features Using Genetic
                 Programming-Based Image Transforms",
  booktitle =    "2009 IEEE Congress on Evolutionary Computation",
  year =         "2009",
  editor =       "Andy Tyrrell",
  pages =        "2502--2507",
  address =      "Trondheim, Norway",
  month =        "18-21 " # may,
  organization = "IEEE Computational Intelligence Society",
  publisher =    "IEEE Press",
  isbn13 =       "978-1-4244-2959-2",
  file =         "P085.pdf",
  DOI =          "doi:10.1109/CEC.2009.4983255",
  abstract =     "In this paper, we use Genetic Programming (GP) to
                 define a set of transforms on the space of grey scale
                 images. The motivation is to allow an evolutionary
                 algorithm means of transforming a set of image patterns
                 into a more classifiable form. To this end, we
                 introduce the notion of a Transformbased Evolvable
                 Feature (TEF), a moment value extracted from a
                 GP-transformed image, used in a classification task.
                 Unlike many previous approaches, the TEF allows the
                 whole image space to be searched and augmented. TEFs
                 are instantiated through Cartesian Genetic Programming,
                 and applied to a medical image classification task,
                 that of detecting muscular dystrophy-indicating
                 inclusions in cell images. It is shown that the
                 inclusion of a single TEF allows for significantly
                 superior classification relative to predefined features
                 alone.",
  keywords =     "genetic algorithms, genetic programming, Cartesian
                 Genetic Programming",
  notes =        "CEC 2009 - A joint meeting of the IEEE, the EPS and
                 the IET. IEEE Catalog Number: CFP09ICE-CDR",
}

Genetic Programming entries for Taras Kowaliw Wolfgang Banzhaf Nawwaf Kharma Simon Harding

Citations