Expression-Based Evolution of Faces

Created by W.Langdon from gp-bibliography.bib Revision:1.4549

  author =       "Penousal Machado and Joao Correia and Juan Romero",
  title =        "Expression-Based Evolution of Faces",
  booktitle =    "Proceedings of the 1st International Conference on
                 Evolutionary and Biologically Inspired Music, Sound,
                 Art and Design, EvoMUSART 2012",
  year =         "2012",
  month =        "11-13 " # apr,
  editor =       "Penousal Machado and Juan Romero and 
                 Adrian Carballal",
  series =       "LNCS",
  volume =       "7247",
  publisher =    "Springer Verlag",
  address =      "Malaga, Spain",
  pages =        "187--198",
  organisation = "EvoStar",
  isbn13 =       "978-3-642-29141-8",
  DOI =          "doi:10.1007/978-3-642-29142-5_17",
  keywords =     "genetic algorithms, genetic programming, Evolutionary
                 Art, Automatic Fitness Assignment, Face Detection",
  abstract =     "The combination of a classifier system with an
                 evolutionary image generation engine is explored. The
                 framework is instantiated using an off-the-shelf face
                 detection system and a general purpose,
                 expression-based, genetic programming engine. By
                 default, the classifier returns a binary output, which
                 is inadequate to guide evolution. By retrieving
                 information provided by intermediate results of the
                 classification task, it became possible to develop a
                 suitable fitness function. The experimental results
                 show the ability of the system to evolve images that
                 are classified as faces. A subjective analysis also
                 reveals the unexpected nature and artistic potential of
                 the evolved images.",
  notes =        "Part of \cite{Machado:2012:EvoMusArt_proc}
                 EvoMUSART'2012 held in conjunction with EuroGP2012,
                 EvoCOP2012, EvoBIO2012 and EvoApplications2012",

Genetic Programming entries for Penousal Machado Joao Correia Lopes Juan Jesus Romero Cardalda