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Modified watershed algorithm considering zero-crossing point of gradient

机译:考虑梯度零交叉点的改进分水岭算法

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摘要

In this paper, we propose a modified watershed algorithm considering zero-crossing point of gradient to obtain a correct edge of a region. The conventional watershed algorithm decides priority considering gradient of a region to be extended. However if the gray levels of two neighboring seeds are quite different, the ridge line obtained by the conventional watershed algorithm is not coincided with the correct edge. It is probable that the point where gray level extreme value occurs will be estimated as an edge of two neighboring regions. Therefore more correct edge of a region can be obtained if the expansion of watershed algorithm is delayed where the gray level extreme value occurs. The position where the gray level extreme value occurs corresponds to the position where the zero-crossing of gradient occurs. So we adjust the priority to postpone expansion at the zero-crossing point of gradient. We compare the proposed method with the conventional method and validate that this proposed method can extract more correct edge of a region.
机译:在本文中,我们提出了一种改进的分水岭算法,该算法考虑了梯度的零交叉点以获得正确的区域边缘。传统的分水岭算法考虑要扩展的区域的梯度来确定优先级。但是,如果两个相邻种子的灰度级完全不同,则通过常规分水岭算法获得的山脊线与正确的边缘不一致。可能将发生灰度极值的点估计为两个相邻区域的边缘。因此,如果在出现灰度极值的地方延迟分水岭算法的扩展,则可以获得区域的更正确边缘。发生灰度极值的位置对应于发生梯度零交叉的位置。因此,我们将优先级调整为在梯度的零交叉点推迟扩展。我们将提出的方法与常规方法进行了比较,并验证了该提出的方法可以提取出更正确的区域边缘。

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