Automatic feature extraction and image classification using genetic programming

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

@InProceedings{Al-Sahaf:2011:ICARA,
  author =       "Harith Al-Sahaf and Kourosh Neshatian and 
                 Mengjie Zhang",
  title =        "Automatic feature extraction and image classification
                 using genetic programming",
  booktitle =    "5th International Conference on Automation, Robotics
                 and Applications (ICARA 2011)",
  year =         "2011",
  month =        "6-8 " # dec,
  pages =        "157--162",
  address =      "Wellington, New Zealand",
  size =         "6 pages",
  abstract =     "In this paper, we propose a multilayer
                 domain-independent GP-based approach to feature
                 extraction and image classification. We propose two
                 different structures for the system and compare the
                 results with a baseline approach in which
                 domain-specific pre-extracted features are used for
                 classification. In the baseline approach, human/domain
                 expert intervention is required to perform the task of
                 feature extraction. The proposed approach, however,
                 extracts (evolves) features and generates classifiers
                 all automatically in one loop. The experiments are
                 conducted on four image data sets. The results show
                 that the proposed approach can achieve better
                 performance compared to the baseline while removing the
                 human from the loop.",
  keywords =     "genetic algorithms, genetic programming, feature
                 extraction, human-domain expert intervention, image
                 classification, multilayer domain-independent GP-based
                 approach, feature extraction, image classification",
  DOI =          "doi:10.1109/ICARA.2011.6144874",
  notes =        "Also known as \cite{6144874}",
}

Genetic Programming entries for Harith Al-Sahaf Kourosh Neshatian Mengjie Zhang

Citations