• DocumentCode
    3626815
  • Title

    When is a Discrete Diffusion a Scale-Space?

  • Author

    Ramunas Girdziusas;Jorma Laaksonen

  • Author_Institution
    Laboratory of Computer and Information Science, Helsinki University of Technology, P.O.Box 5400, FI-02015 TKK, FINLAND. Ramunas.Girdziusas@tkk.fi
  • fYear
    2007
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Necessary and sufficient conditions are discussed which state when the Euler-inspired forward diffusion in a discrete space-time is a scale-space in the sense of both the total and sign variation diminishing. We emphasize that the problem is algebraic and reduces to characterization of the elements of the generalized Laplacian so that the diffusion propagators are positive definite. As a key-product, explicit analytical expressions are found for the principal minors of the frequently-applied class of tridiagonal (Jacobi) matrices. Further generalizations are outlined by introducing novel techniques of evaluating matrix determinants.
  • Keywords
    "Jacobian matrices","Laplace equations","Laboratories","Information science","Space technology","Sufficient conditions","Smoothing methods","Noise measurement","Focusing","Signal resolution"
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
  • ISSN
    1550-5499
  • Print_ISBN
    978-1-4244-1630-1
  • Electronic_ISBN
    2380-7504
  • Type

    conf

  • DOI
    10.1109/ICCV.2007.4408895
  • Filename
    4408895