• DocumentCode
    293624
  • Title

    The evolution of mean curvature in image filtering

  • Author

    El-Fallah, Adel I. ; Ford, Gary E.

  • Author_Institution
    Center for Image Processing & Integrated Comput., California Univ., Davis, CA, USA
  • Volume
    1
  • fYear
    1994
  • fDate
    13-16 Nov 1994
  • Firstpage
    298
  • Abstract
    A new formulation for inhomogeneous image diffusion is presented in which the image is regarded as a surface in 3-space. The evolution of this surface under diffusion is analyzed by classical methods of differential geometry. A nonlinear filtering theory is introduced in which only the divergence of the direction of the surface gradient is averaged. This averaging preserves edges and lines, as their direction is non-divergent, while noise is averaged since it does not have non-divergent consistency. Our approach achieves this objective by evolving the surface at a speed proportional to mean curvature leading to the minimization of the surface area and the imposition of regularity everywhere. Furthermore, we introduce a new filter that renders corners, as well as edges, invariant to the diffusion process. Experiments demonstrating the adequacy of this new theory are presented
  • Keywords
    edge detection; filtering theory; image processing; nonlinear filters; 3D surface evolution; averaging; corners; differential geometry; edge detection; edges; experiments; image filtering; image processing; inhomogeneous image diffusion; mean curvature; mean curvature evolution; noise; nonlinear filtering theory; surface area minimization; surface gradient; Face; Filtering; Filters; Geometry; Image edge detection; Image processing; Postal services; Rendering (computer graphics); Smoothing methods; Solid modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
  • Conference_Location
    Austin, TX
  • Print_ISBN
    0-8186-6952-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1994.413323
  • Filename
    413323