数学形态学的代数基础。膨胀和侵蚀

H.J.A.M Heijmans, C Ronse
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引用次数: 402

摘要

数学形态学是一种图像变换和泛函的理论,它的工具来源于集合论和积分几何。本文讨论了一种通用的代数方法,它既揭示了形态运算的数学结构,又将几个例子统一到一个框架中。主要的假设是目标空间是一个完全格,并且我们感兴趣的变换在该格上的给定自同构的阿贝尔群下是不变的。结果表明,在一个非常特殊的格意义上,膨胀和侵蚀这两个基本运算是彼此的伴随,如果自同构群在完全格的超生成子集上是可传递的,那么它们就可以被完全表征。抽象理论是通过大量的例子和应用来说明的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The algebraic basis of mathematical morphology I. Dilations and erosions

Mathematical morphology is a theory of image transformations and functionals deriving its tools from set theory and integral geometry. This paper deals with a general algebraic approach which both reveals the mathematical structure of morphological operations and unifies several examples into one framework. The main assumption is that the object space is a complete lattice and that the transformations of interest are invariant under a given abelian group of automorphisms on that lattice. It turns out that the basic operations called dilation and erosion are adjoints of each other in a very specific lattice sense and can be completely characterized if the automorphism group is assumed to be transitive on a sup-generating subset of the complete lattice. The abstract theory is illustrated by a large variety of examples and applications.

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