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When Convex Analysis Meets Mathematical Morphology on Graphs

机译:当凸分析遇到图形的数学形态时

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In recent years, variational methods, i.e., the formulation of problems under optimization forms, have had a great deal of success in image processing. This may be accounted for by their good performance and versatility. Conversely, mathematical morphology (MM) is a widely recognized methodology for solving a wide array of image processing-related tasks. It thus appears useful and timely to build bridges between these two fields. In this article, we propose a variational approach to implement the four basic, structuring element-based operators of MM: dilation, erosion, opening, and closing. We rely on discrete calculus and convex analysis for our formulation. We show that we are able to propose a variety of continuously varying operators in between the dual extremes, i.e., between erosions and dilation; and perhaps more interestingly between openings and closings. This paves the way to the use of morphological operators in a number of new applications.
机译:近年来,变分方法,即以优化形式提出问题,在图像处理中取得了很大的成功。这可能是由于其良好的性能和多功能性。相反,数学形态学(MM)是解决广泛的图像处理相关任务的公认方法。因此,在这两个领域之间架起桥梁显得有用且及时。在本文中,我们提出了一种变体方法来实现MM的四个基本的,基于结构元素的算子:扩张,腐蚀,打开和关闭。我们依靠离散演算和凸分析来制定我们的公式。我们证明了我们能够在双重极端之间(即在侵蚀和膨胀之间)提出各种连续变化的算子;也许更有趣的是在开盘和闭盘之间。这为在许多新应用中使用形态运算符铺平了道路。

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