Some Equivalence Relation between Persistent Homology and Morphological DynamicsDownload PDFOpen Website

2022 (modified: 14 Nov 2022)J. Math. Imaging Vis. 2022Readers: Everyone
Abstract: In mathematical morphology, connected filters based on dynamics are used to filter the extrema of an image. Similarly, persistence is a concept coming from persistent homology and Morse theory that represents the stability of the extrema of a Morse function. Since these two concepts seem to be closely related, in this paper we examine their relationship, and we prove that they are equal on n-D Morse functions, $$n\ge 1$$ n ≥ 1 . More exactly, pairing a minimum with a 1-saddle by dynamics or pairing the same 1-saddle with a minimum by persistence leads exactly to the same pairing, assuming that the critical values of the studied Morse function are unique. This result is a step further to show how much topological data analysis and mathematical morphology are related, paving the way for a more in-depth study of the relations between these two research fields.
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