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Asymptotic behavior of morphological filters
Authors:Lasse Koskinen  Jaakko Astola
Affiliation:(1) Department of Mathematical Sciences, Tampere University, Tampere, Finland
Abstract:The connection between morphological and stack filters is used in the analysis of the statistical properties of morphological filters. Closed-form expressions for the output distributions of morphological filters are given, and their statistical symmetry properties are analyzed. Asytotically tight bounds on the expectations of two-dimensional morphological filters, and asymptotic formulas for the variances of one-dimensional morphological filters are derived. These results form the basis for analyzing general asymptotic properties of morphological filters.
Keywords:morphological filters  stack filters  statistical properties  asymptotic analysis
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