• DocumentCode
    226677
  • Title

    A fuzzy approach for texture contrast modelling

  • Author

    Chamorro-Martinez, J. ; Martinez-Jimenez, P. ; Soto-Hidalgo, J.M. ; Sanchez, Dominick

  • Author_Institution
    Dept. of Comput. Sci. & Artificial Intell., Univ. of Granada, Granada, Spain
  • fYear
    2014
  • fDate
    6-11 July 2014
  • Firstpage
    548
  • Lastpage
    553
  • Abstract
    In this paper, we propose to model the contrast of visual texture by means of a perceptual-based fuzzy approach. For this modelling, fuzzy sets defined on the domain of some of the most representative measures of the contrast property are employed. In order to obtain these fuzzy sets, a functional relationship between the computational values given by the measures and the human perception of contrast is learned. The goodness of each model is analyzed and tested with the human assessments, allowing us to identify the most suitable one to represent the contrast of visual texture. Finally, several experiments are performed in order to show the application of the proposed fuzzy model for pattern recognition.
  • Keywords
    fuzzy set theory; image recognition; image texture; contrast human perception; contrast property; fuzzy model; fuzzy sets; human assessment; pattern recognition; perceptual-based fuzzy approach; visual texture contrast modelling; Computational modeling; Fuzzy sets; Measurement uncertainty; Proposals; Robustness; Vectors; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4799-2073-0
  • Type

    conf

  • DOI
    10.1109/FUZZ-IEEE.2014.6891661
  • Filename
    6891661