• DocumentCode
    1626522
  • Title

    An approach for multiscale analysis of visual texture

  • Author

    Lizarraga-Morales, Rocio A. ; Sanchez-Yanez, Raul E. ; Ayala-Ramirez, Victor

  • Author_Institution
    DICIS, Univ. de Guanajuato, Guanajuato, Mexico
  • fYear
    2009
  • Firstpage
    12
  • Lastpage
    15
  • Abstract
    The main goal of multiscale analysis of visual texture is to extract the same texture descriptors from two images at different scales, but most of the methodologies obtain different texture descriptors. The effect of support area selection on the Local Binary Pattern (LBP) operators is discussed here for scale invariant texture descriptor extraction. In this work, determination of the fundamental pattern (texel) is required as a scale reference in the image and it is used as a pre-analysis to select the size of a suitable operator. A new non-parametrical operator, based on the LBP operator, and spiral-shaped adaptive operator is also proposed for multiscale texture analysis. Such a shape allows the operator to cover a larger area on the field of view using a predefined number of samples. In order to test the performance of our approach, feature vectors for sets of both synthetic and natural texture images at different scales are compared. Similarity is measured with the Cosine-Amplitude test. Feature vectors extracted with the operator proposed can be used as a texture descriptor in different applications of visual analysis like classification or segmentation tasks.
  • Keywords
    image classification; image texture; LBP operators; cosine-amplitude test; feature vectors; local binary pattern; multiscale texture analysis; spiral-shaped adaptive operator; texture descriptor extraction; texture images; visual texture; Algorithm design and analysis; Data mining; Feature extraction; Image analysis; Image segmentation; Image texture analysis; Performance analysis; Shape; Student Chapters; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    University of Guanajuato IEEE Students Chapter (IEEExPO), 2009 III Conference of
  • Conference_Location
    Salamanca, Guanajuato
  • Print_ISBN
    978-1-4244-6027-4
  • Type

    conf

  • DOI
    10.1109/IEEEXPO.2009.5422876
  • Filename
    5422876