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Morphological pyramids with alternating sequential filters

机译:具有交替顺序滤镜的形态金字塔

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The aim of this paper is to find a relationship between alternating sequential filters (ASF) and the morphological sampling theorem (MST) developed by Haralick et al. (1987). The motivation behind this approach is to take advantage of the computational efficiency offered by the MST to implement morphological operations. First, we show alternative proofs for opening and closing in the sampled and unsampled domain using the basis functions. These proofs are important because they show that it possible to obtain any level of a morphological pyramid in one step rather than the traditional two-step procedure. This decomposition is then used to show the relationship of the open-closing in the sampled and unsampled domain. An upper and a lower bound, for the above relationships, are presented. Under certain circumstances, an equivalence is shown for open-closing between the sampled and the unsampled domain. An extension to more complicated algorithms using a union of openings and an intersection of closings is also proposed. Using the Hausdorff metric, it is shown that a morphologically reconstructed image cannot have a better accuracy than twice the radius of the reconstruction structuring element. Binary and gray scale examples are presented.
机译:本文的目的是找到Haralick等人开发的交替顺序滤波器(ASF)与形态采样定理(MST)之间的关系。 (1987)。这种方法背后的动机是利用MST提供的计算效率来实施形态运算。首先,我们展示使用基函数在采样域和非采样域中打开和关闭的替代证明。这些证明很重要,因为它们表明可以在一个步骤中获得任何水平的形态金字塔,而不是传统的两步过程。然后使用这种分解来显示采样域和非采样域中开闭的关系。给出了上述关系的上限和下限。在某些情况下,将显示采样域和非采样域之间的等效开闭。还提出了使用开口的并集和闭合的相交的更复杂算法的扩展。使用Hausdorff度量,表明形态上重建的图像不能具有比重建结构元素的半径两倍的精度更好的精度。给出了二进制和灰度示例。

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