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
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