In Mathematical Morphology (MM), connected filters based on dynamics are used to filter the extrema of an image. Similarly, persistence is a concept coming from Persistent Homology (PH) and Morse Theory (MT) 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. 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.
翻译:在数学生理学(MM)中,基于动态的连接过滤器被用来过滤图像的极限。同样,持久性是一个来自持久性同源和摩斯理论(MT)的概念,它代表着摩斯函数的极限的稳定性。由于这两个概念似乎密切相关,我们在本文中审视了它们之间的关系,并证明它们在正-摩斯函数上是相等的, n$\ge$ 1. 更确切地说,将一个最小值与1级相交,或以最小值与1级相配,再加一个最小值为持久性,就等于完全对齐,假设所研究的摩斯函数的关键值是独一无二的。这一结果更进一步表明,它们与多少地形数据分析和数学形态有关,为更深入地研究这两个研究领域之间的关系铺平了道路。