Figure of Merit Based Fitness Functions in Genetic Programming for Edge Detection

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

@InProceedings{Fu:2012:SEAL,
  author =       "Wenlong Fu and Mark Johnston and Mengjie Zhang",
  title =        "Figure of Merit Based Fitness Functions in Genetic
                 Programming for Edge Detection",
  booktitle =    "The Ninth International Conference on Simulated
                 Evolution And Learning, SEAL 2012",
  year =         "2012",
  editor =       "Lam Thu Bui and Yew-Soon Ong and Nguyen Xuan Hoai and 
                 Hisao Ishibuchi and Ponnuthurai Nagaratnam Suganthan",
  volume =       "7673",
  series =       "Lecture Notes in Computer Science",
  pages =        "22--31",
  address =      "Vietnam",
  month =        dec # " 16-19",
  organisation = "Faculty of Information Technology, Le Quy Don
                 Technical University",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, Edge
                 Detection, Figure of Merit",
  isbn13 =       "978-3-642-34858-7",
  DOI =          "doi:10.1007/978-3-642-34859-4_3",
  size =         "10 pages",
  abstract =     "The figure of merit (FOM) is popular for testing an
                 edge detector's performance, but there are very few
                 reports using FOM as an evaluation method in Genetic
                 Programming (GP). In this study, FOM is investigated as
                 a fitness function in GP for edge detection. Since FOM
                 has some drawbacks from type II errors, new fitness
                 functions are developed based on FOM in order to
                 address these weaknesses. Experimental results show
                 that FOM can be used to evolve GP edge detectors that
                 perform better than the Sobel detector, and the new
                 fitness functions clearly improve the ability of GP
                 edge detectors to find edge points and give a single
                 response on edges, compared with the fitness function
                 using FOM.",
}

Genetic Programming entries for Wenlong Fu Mark Johnston Mengjie Zhang

Citations