• DocumentCode
    2735711
  • Title

    Classification and retrieval of images using texture features

  • Author

    Rajesh, R.V. ; Veerappan, J. ; Sujitha, S.K. ; Kumar, E.A.

  • Author_Institution
    Dept. of MCA, Nat. Coll. of Eng., Tirunelveli, India
  • fYear
    2012
  • fDate
    26-28 July 2012
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    The panorama of the paper is content based image representation and retrieval. The major key flavor is texture content by a set of features having a perceptual meaning. We consider textured images and propose to model their textural content by a set of features having a perceptual meaning and their application to content-based image retrieval. We present a method to estimate a set of perceptual textural features, namely coarseness, directionality, contrast, busyness and periodicity (textons). The proposed computational measures can be based upon the autocorrelation function (associated with original images) representation. The set of computational measures proposed is applied to content-based image retrieval on fundus image data set, the well-known Drive and Stare database. The invisible Comparison is given with statistical and structural methods with probing analysis.
  • Keywords
    content-based retrieval; correlation methods; feature extraction; image classification; image representation; image retrieval; image texture; statistical analysis; autocorrelation function; content-based image retrieval; drive database; fundus image data set; image busyness estimation; image classification; image coarseness estimation; image contrast estimation; image directionality estimation; image periodicity estimation; image representation; image texton estimation; perceptual textural feature set estimation; probing analysis; stare database; statistical method; structural method; Computational modeling; Correlation; Image segmentation; Markov processes; Image Retrieval; K-NN classifier; Statistical features; Structural features;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing Communication & Networking Technologies (ICCCNT), 2012 Third International Conference on
  • Conference_Location
    Coimbatore
  • Type

    conf

  • DOI
    10.1109/ICCCNT.2012.6395964
  • Filename
    6395964