Genetic Programming with Alternative Search Drivers for Detection of Retinal Blood Vessels

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@InProceedings{Krawiec:2015:evoApplications,
  author =       "Krzysztof Krawiec and Mikolaj Pawlak",
  title =        "Genetic Programming with Alternative Search Drivers
                 for Detection of Retinal Blood Vessels",
  booktitle =    "18th European Conference on the Applications of
                 Evolutionary Computation",
  year =         "2015",
  editor =       "Antonio M. Mora and Giovanni Squillero",
  series =       "LNCS",
  volume =       "9028",
  publisher =    "Springer",
  pages =        "554--566",
  address =      "Copenhagen",
  month =        "8-10 " # apr,
  organisation = "EvoStar",
  keywords =     "genetic algorithms, genetic programming, Search
                 drivers, Binary classification, Image segmentation",
  isbn13 =       "978-3-319-16548-6",
  DOI =          "doi:10.1007/978-3-319-16549-3_45",
  abstract =     "A classification task is a test-based problem, with
                 examples corresponding to tests. A correct
                 classification is equivalent to passing a test, while
                 incorrect to failing it. This applies also to
                 classifying pixels in an image, viz. image
                 segmentation. A natural performance indicator in such a
                 setting is the accuracy of classification, i.e., the
                 fraction of passed tests. When solving a classification
                 tasks with genetic programming, it is thus common to
                 employ this indicator as a fitness function. However,
                 recent developments in GP as well as some earlier work
                 suggest that the quality of evolved solutions may
                 benefit from using other search drivers to guide the
                 traversal of the space of programs. In this study, we
                 systematically verify the usefulness of selected
                 alternative search drivers in the problem of detection
                 of blood vessels in ophthalmology imaging.",
  notes =        "EvoIASP EvoApplications2015 held in conjunction with
                 EuroGP'2015, EvoCOP2015 and EvoMusArt2015
                 http://www.evostar.org/2015/cfp_evoapps.php",
}

Genetic Programming entries for Krzysztof Krawiec Mikolaj Pawlak

Citations