Multiclass object classification for computer vision using Linear Genetic Programming

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

@InProceedings{Downey:2009:IVCNZ,
  title =        "Multiclass object classification for computer vision
                 using Linear Genetic Programming",
  author =       "Carlton Downey and Mengjie Zhang",
  year =         "2009",
  pages =        "73--78",
  booktitle =    "Proceeding of the 24th International Conference Image
                 and Vision Computing New Zealand, IVCNZ '09",
  month =        "23-25 " # nov,
  address =      "Wellington",
  publisher =    "IEEE",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-4244-4697-1",
  ISSN =         "2151-2205",
  DOI =          "doi:10.1109/IVCNZ.2009.5378356",
  abstract =     "Multiclass classification problems arise naturally in
                 many tasks in computer vision; typical examples include
                 image segmentation and letter recognition. These are
                 among some of the most challenging and important tasks
                 in the area and solutions to them are eagerly sought
                 after. Genetic Programming (GP) is a powerful and
                 flexible machine learning technique that has been
                 successfully applied to many binary classification
                 tasks. However, the traditional form of GP performs
                 poorly on multi-class classification problems. Linear
                 GP (LGP) is an alternative form of GP where programs
                 are represented as sequences of instructions like Java
                 and C++. This paper discusses results which demonstrate
                 the superiority of LGP as a technique for multi class
                 classification. It also discusses a new extension to
                 LGP which results in a further improvement in the
                 performance on multiclass classification problems.",
  notes =        "Also known as \cite{5378356}",
}

Genetic Programming entries for Carlton Downey Mengjie Zhang

Citations