• DocumentCode
    1054324
  • Title

    Accurate Calculation of Image Moments

  • Author

    Kotoulas, Leonidas ; Andreadis, Ioannis

  • Author_Institution
    Democritus Univ. of Thrace, Xanthi
  • Volume
    16
  • Issue
    8
  • fYear
    2007
  • Firstpage
    2028
  • Lastpage
    2037
  • Abstract
    Image moments have been extensively used as feature descriptors. However, the quantization error introduced in discrete signals presents problems, especially when dealing with small-size images. This results in the fact that the invariant properties of moments are compromised. In this paper, we present a technique suitable for the calculation of moments from a continuous signal, derived by piecewise polynomial interpolation of the corresponding discrete one. The computed moments exhibit significantly increased accuracy while requiring trivial computational effort. Zernike moments are then computed using the proposed scheme and are shown to display increased stability to geometrical transformations.
  • Keywords
    Zernike polynomials; computational geometry; computer vision; data compression; feature extraction; image coding; interpolation; piecewise polynomial techniques; Zernike moment; continuous signal moment calculation; feature descriptor; geometrical transformation; image moment calculation; image quantization error; machine vision; piecewise polynomial interpolation; Application software; Computational complexity; Computer displays; Hardware; Interpolation; Machine vision; Polynomials; Quantization; Real time systems; Stability; Image moments; Zernike moments; interpolation; machine vision; real-time systems; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2007.899621
  • Filename
    4271528