• DocumentCode
    2146412
  • Title

    A Novel Approach for Graphics Recognition Based on Galois Lattice and Bag of Words Representation

  • Author

    Boumaiza, Amani ; Tabbone, Salvatore

  • Author_Institution
    LORIA, Univ. of Nancy 2, Nancy, France
  • fYear
    2011
  • fDate
    18-21 Sept. 2011
  • Firstpage
    829
  • Lastpage
    833
  • Abstract
    This paper presents a new approach for graphical symbols recognition by combining a concept lattice with a bag of words representation. Visual words define the properties of a graphical symbol that will be modeled in the Galois Lattice. The algorithm of classification is based on the Galois lattice where intentions of its concepts are visual words. The words as visual primitives allow to evaluate the classifier with a symbolic approach that no longer need a signature discretization step to build the Galois Lattice. Our approach is compared to classical approaches on different graphical symbols and we show the relevance and the robustness of our proposal for the classification task.
  • Keywords
    Galois fields; image classification; image recognition; symbol manipulation; Galois lattice; bag of words representation; graphical symbol recognition; graphics recognition approach; visual words; Detectors; Dictionaries; Feature extraction; Lattices; Robustness; Vectors; Visualization; Bag of Features; Concept Lattices; Graphics Recognition; Local Descriptors; Shape descriptors; Symbol Classification; Visual words;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Document Analysis and Recognition (ICDAR), 2011 International Conference on
  • Conference_Location
    Beijing
  • ISSN
    1520-5363
  • Print_ISBN
    978-1-4577-1350-7
  • Electronic_ISBN
    1520-5363
  • Type

    conf

  • DOI
    10.1109/ICDAR.2011.170
  • Filename
    6065427