• DocumentCode
    2268101
  • Title

    Three-Dimensional Surface Texture Classification Based on Support Vector Machines and Wavelet Packets

  • Author

    Dong, Junyu ; Duan, Yuanxu ; Yang, Zhenying

  • Author_Institution
    Dept. of Comput. Sci., Ocean Univ. of China, Qingdao
  • Volume
    3
  • fYear
    2008
  • fDate
    20-22 Dec. 2008
  • Firstpage
    124
  • Lastpage
    127
  • Abstract
    Classification of real-world rough surface textures has been an active research topic during the past twenty years. The reason is that changing illumination directions can dramatically affect the appearances of images of these rough surfaces. In this paper, we introduce a simple texture classification method based on support vector machines (SVM) and wavelet packets. Our experiments show that the advantage of using SVM is that it can easily separate different textures using features after transformed in wavelet packet.
  • Keywords
    feature extraction; image classification; image texture; rough surfaces; support vector machines; surface texture; wavelet transforms; SVM; illumination direction; rough surface textures; support vector machines; three-dimensional surface texture classification; wavelet packet transform; Classification algorithms; Lighting; Rough surfaces; Sea surface; Support vector machine classification; Support vector machines; Surface roughness; Surface texture; Surface waves; Wavelet packets; Classification; Support Vector Machines; Wavelet Packets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Technology Application, 2008. IITA '08. Second International Symposium on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-0-7695-3497-8
  • Type

    conf

  • DOI
    10.1109/IITA.2008.587
  • Filename
    4739972