• DocumentCode
    2081829
  • Title

    Differential morphology: multiscale image dynamics, max-min difference equations, and slope transforms

  • Author

    Maragos, Petros

  • Author_Institution
    Sch. of ECE, Georgia Inst. of Technol., Atlanta, GA, USA
  • Volume
    2
  • fYear
    1994
  • fDate
    13-16 Nov 1994
  • Firstpage
    545
  • Abstract
    We develop 2D max-min difference equations that model the space dynamics of 2D morphological systems and some nonlinear signal transforms, called slope transforms, that can analyze these systems in a transform domain in a way conceptually analogous to the application of Fourier transforms to linear systems. Further, we discuss some nonlinear partial differential equations (PDEs) that model the evolution of multiscale morphological filters of the max-min type. These PDEs are related to the eikonal equation. Solutions of the eikonal PDE are proposed based on 2D min difference equations that can compute distance transforms. We view the analysis of the multiscale morphological PDEs and of the eikonal PDE solved via max-min equations as a unified area in nonlinear image processing which we call differential morphology. Its potential applications include distance-path finding, segmentation, gridless halftoning, and shape from shading
  • Keywords
    difference equations; image processing; mathematical morphology; minimax techniques; nonlinear differential equations; nonlinear filters; partial differential equations; transforms; 2D morphological systems; differential morphology; distance transforms; distance-path finding; eikonal equation; gridless halftoning; max-min difference equations; multiscale image dynamics; multiscale morphological filters; nonlinear image processing; nonlinear partial differential equations; nonlinear signal transforms; segmentation; shading; shape; slope transforms; space dynamics; Difference equations; Differential equations; Filters; Fourier transforms; Image analysis; Linear systems; Morphology; Nonlinear equations; Partial differential equations; Signal analysis;
  • 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.1994.413630
  • Filename
    413630