• DocumentCode
    1340985
  • Title

    Efficient and reliable schemes for nonlinear diffusion filtering

  • Author

    Weickert, Joachim ; Romeny, B.M.T.H. ; Viergever, Max A.

  • Author_Institution
    Image Sci. Inst., Utrecht Univ. Hospital, Netherlands
  • Volume
    7
  • Issue
    3
  • fYear
    1998
  • fDate
    3/1/1998 12:00:00 AM
  • Firstpage
    398
  • Lastpage
    410
  • Abstract
    Nonlinear diffusion filtering in image processing is usually performed with explicit schemes. They are only stable for very small time steps, which leads to poor efficiency and limits their practical use. Based on a discrete nonlinear diffusion scale-space framework we present semi-implicit schemes which are stable for all time steps. These novel schemes use an additive operator splitting (AOS), which guarantees equal treatment of all coordinate axes. They can be implemented easily in arbitrary dimensions, have good rotational invariance and reveal a computational complexity and memory requirement which is linear in the number of pixels. Examples demonstrate that, under typical accuracy requirements, AOS schemes are at least ten times more efficient than the widely used explicit schemes
  • Keywords
    computational complexity; image processing; mathematical operators; nonlinear filters; recursive filters; AOS schemes; additive operator splitting; computational complexity; coordinate axes; discrete nonlinear diffusion scale-space framework; efficient reliable schemes; images; memory requirement; nonlinear diffusion filter; rotational invariance; semi-implicit schemes; time steps; Additives; Computational complexity; Filtering; Finite difference methods; Hospitals; Image processing; Image storage; Nonlinear filters; Solids; Stability criteria;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.661190
  • Filename
    661190