Nonlinear scale-space representation with morphological levelings

被引:87
作者
Meyer, F
Maragos, P
机构
[1] Ecole Mines Paris, Ctr Morphol Math, F-77305 Fontainebleau, France
[2] Natl Tech Univ Athens, Dept Elect & Comp Engn, GR-15773 Athens, Greece
关键词
scale-space; mathematical morphology; levelings; multiscale representation; differential equations;
D O I
10.1006/jvci.1999.0447
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we present a nonlinear scale-space representation based on a general class of morphological strong filters, the levelings, which include the openings and closings by reconstruction. These filters are very useful for image simplification and segmentation. From one scale to the next, details vanish, but the contours of the remaining objects are preserved sharp and perfectly localized. Both the lattice algebraic and the scale-space properties of levelings are analyzed and illustrated. We also develop a nonlinear partial differential equation that models the generation of levelings as the limit of a controlled growth starting from an initial seed signal. Finally, we outline the use of levelings in improving the Gaussian scale-space by using the latter as an initial seed to generate multiscale levelings that have a superior preservation of image edges. (C) 2000 Academic Press.
引用
收藏
页码:245 / 265
页数:21
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