A Domain Independent Genetic Programming Approach to Automatic Feature Extraction for Image Classification

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Atkins:2011:ADIGPAtAFEfIC,
  title =        "A Domain Independent Genetic Programming Approach to
                 Automatic Feature Extraction for Image Classification",
  author =       "Daniel Atkins and Kourosh Neshatian and 
                 Mengjie Zhang",
  pages =        "238--245",
  booktitle =    "Proceedings of the 2011 IEEE Congress on Evolutionary
                 Computation",
  year =         "2011",
  editor =       "Alice E. Smith",
  month =        "5-8 " # jun,
  address =      "New Orleans, USA",
  organization = "IEEE Computational Intelligence Society",
  publisher =    "IEEE Press",
  ISBN =         "0-7803-8515-2",
  keywords =     "genetic algorithms, genetic programming, automatic
                 image feature extraction, baseline system, classifier
                 system, domain independent genetic programming,
                 human-extracted features, image classification, feature
                 extraction, image classification",
  DOI =          "doi:10.1109/CEC.2011.5949624",
  abstract =     "In this paper we explore the application of Genetic
                 Programming (GP) to the problem of domain-independent
                 image feature extraction and classification. We propose
                 a new GP-based image classification system that
                 extracts image features autonomously, and compare its
                 performance against a baseline GP-based classifier
                 system that uses human-extracted features. We found
                 that the proposed system has a similar performance to
                 the baseline system, and that GP is capable of evolving
                 a single program that can both extract useful features
                 and use those features to classify an image.",
  notes =        "CEC2011 sponsored by the IEEE Computational
                 Intelligence Society, and previously sponsored by the
                 EPS and the IET.",
}

Genetic Programming entries for Daniel L Atkins Kourosh Neshatian Mengjie Zhang

Citations