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Fast recursive algorithms for morphological operators based on the basis matrix representation

机译:基于基矩阵表示的形态学算子快速递归算法

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摘要

A real-time implementation method for the most general morphological system, the so-called grayscale function processing (FP) system is presented. The proposed method is an extension of our previous works (1993, 1995) using the matrix representation of the FP system with a basis matrix (BM) and a block basis matrix (BBM) composed of grayscale structuring elements (GSE). In order to further improve the computational efficiency of the basis matrix representation, we propose recursive algorithms based on the observation of the BM and BBM. The efficiency of the proposed algorithms is gained by avoiding redundant steps in computing overlapping local maximum or minimum operations. It is shown that, with the proposed scheme, both opening and closing can be determined in real time by 2N-2 additions and 2N-2 comparisons, and OC and CO by 4N-4 additions and 4N-4 comparisons, when the size of the GSE is equal to N. It is also shown that the proposed recursive opening and closing require only 3N-3 memory elements.
机译:提出了一种最通用的形态系统的实时实现方法,即所谓的灰度函数处理(FP)系统。所提出的方法是对我们以前的工作(1993,1995)的扩展,使用了具有基本矩阵(BM)和由灰度结构元素(GSE)组成的块基本矩阵(BBM)的FP系统的矩阵表示。为了进一步提高基本矩阵表示的计算效率,我们提出了基于对BM和BBM的观察的递归算法。通过避免计算重叠的局部最大或最小运算中的冗余步骤,可以提高所提出算法的效率。结果表明,利用所提出的方案,可以通过添加2N-2和2N-2比较来实时确定打开和关闭,而通过4N-4添加和4N-4比较可以实时确定OC和CO。 GSE等于N。还表明,提议的递归打开和关闭只需要3N-3个存储单元。

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