• DocumentCode
    1906440
  • Title

    A generic system for the classification of marble tiles using Gabor filters

  • Author

    Ar, Ilktan ; Akgul, Yusuf Sinan

  • Author_Institution
    Dept. of Comput. Eng., Gebze Inst. of Technol., Kocaeli
  • fYear
    2008
  • fDate
    27-29 Oct. 2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper presents a marble tile feature extraction system which can be easily used for any classification system. Our system employs Gabor filtering and other image processing techniques to differentiate between different marble textures. As a final product of the system, the percentages of veins, spots, and swirls on the marble images are calculated. Therefore, the presented system can be considered as the core engine of a very portable marble tile classification system. This paper also presents a new verification method which is based on satisfying the inter-expert variability. Experiments on 40 different marble tiles are performed and we concluded that the presented system can be reliably employed for the measurement of the marble features in real life.
  • Keywords
    Gabor filters; feature extraction; image classification; image texture; Gabor filtering; feature extraction system; generic system; image processing; inter-expert variability; marble features; marble images; marble textures; portable marble tile classification system; Computer vision; Data mining; Feature extraction; Filtering; Gabor filters; Humans; Slabs; Synchronous digital hierarchy; Tiles; Veins;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Sciences, 2008. ISCIS '08. 23rd International Symposium on
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4244-2880-9
  • Electronic_ISBN
    978-1-4244-2881-6
  • Type

    conf

  • DOI
    10.1109/ISCIS.2008.4717915
  • Filename
    4717915