• DocumentCode
    2101910
  • Title

    Multiscale Fourier descriptor for shape classification

  • Author

    Kunttu, Iivari ; Lepistö, Leena ; Rauhamaa, Juhani ; Visa, Ari

  • Author_Institution
    Inst. of Signal Process., Tampere Univ. of Technol., Finland
  • fYear
    2003
  • fDate
    17-19 Sept. 2003
  • Firstpage
    536
  • Lastpage
    541
  • Abstract
    The description of object shape is an important characteristic of an image. In image processing and pattern recognition, several different shape descriptors are used. In human visual perception, shapes are processed in multiple resolutions. Therefore, multiscale shape representation is essential in shape based image classification and retrieval. In the description of an object shape, the multiresolution representation provides also additional accuracy to the shape classification. We introduce a new descriptor for shape classification. This descriptor is called the multiscale Fourier descriptor, and it combines the benefits of a Fourier descriptor and multiscale shape representation. This descriptor is formed by applying a Fourier transform to the coefficients of the wavelet transform of the object boundary. In this way, the Fourier descriptor can be presented in multiple resolutions. We performed classification experiments using three image databases. The classification results of our method are compared to those of Fourier descriptors.
  • Keywords
    Fourier transforms; image classification; image representation; image resolution; image retrieval; pattern recognition; visual perception; wavelet transforms; Fourier transform; human visual perception; image classification; image processing; image retrieval; multiscale Fourier descriptor; multiscale shape representation; object boundary; object shape description; pattern recognition; shape classification; wavelet transform; Fourier transforms; Humans; Image classification; Image databases; Image processing; Image retrieval; Pattern recognition; Shape; Visual perception; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Analysis and Processing, 2003.Proceedings. 12th International Conference on
  • Print_ISBN
    0-7695-1948-2
  • Type

    conf

  • DOI
    10.1109/ICIAP.2003.1234105
  • Filename
    1234105