Evolutionary Learning of Primitive-Based Visual Concepts

Created by W.Langdon from gp-bibliography.bib Revision:1.4534

  author =       "Krzysztof Krawiec",
  title =        "Evolutionary Learning of Primitive-Based Visual
  booktitle =    "Proceedings of the 2006 IEEE Congress on Evolutionary
  year =         "2006",
  editor =       "Gary G. Yen and Lipo Wang and Piero Bonissone and 
                 Simon M. Lucas",
  pages =        "4451--4458",
  address =      "Vancouver",
  month =        "6-21 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "0-7803-9487-9",
  URL =          "http://ieeexplore.ieee.org/iel5/11108/35623/01688460.pdf",
  DOI =          "doi:10.1109/CEC.2006.1688460",
  size =         "8 pages",
  abstract =     "The paper presents a novel method of evolutionary
                 learning dedicated to acquisition of visual concepts.
                 The learning process takes place in a population of
                 Genetic Programming-based learners that process
                 attributed visual primitives derived from raw raster
                 images. The approach uses an original evaluation
                 scheme: evolving individuals-learners are rewarded for
                 being able to sketch the input visual stimulus.
                 Recognition proceeds here as an attempt of restoring
                 essential features of the input image. The approach is
                 general by being based mostly on universal vision
                 knowledge; only very limited amount of a priori
                 knowledge about the particular application or target
                 concept to be learned is required. We explain the
                 method in detail and verify it experimentally on
                 acquisition of simple visual concepts (triangle and
                 section) from examples.",
  notes =        "WCCI 2006 - A joint meeting of the IEEE, the EPS, and
                 the IEE.

                 IEEE Catalog Number: 06TH8846D",

Genetic Programming entries for Krzysztof Krawiec