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Skeletonization of two-dimensional shapes via fast numerical calculation of vector fields

机译:通过矢量场的快速数值计算对二维形状进行骨架化

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We propose an approach for efficient two-dimensional skeletonization of binary shapes through numerical calculation of vector fields and curvature estimation by using the Weingarten formulae. It can be shown that potential valleys generated by vector fields have a close relationship with the definition of intensity axis of symmetry. Given a binary image, the algorithm consists in generating a grayscale image corresponding to the magnitude of a vector field followed by a search of the points that belong to the bottom of the potential valleys or regions with minimum magnitude. It can be shown that these points provide a good approximation to the medial axis of the object in study. Also, the proposed method demonstrated good performance due to the fact that the vector field can be easily and rapidly calculated using the fast Fourier transform algorithm.
机译:我们提出了一种通过矢量场的数值计算和使用Weingarten公式进行曲率估计来有效地对二进制形状进行二维骨架化的方法。可以看出,矢量场产生的潜在波谷与强度对称轴的定义密切相关。给定二进制图像,该算法包括生成与矢量场的大小相对应的灰度图像,然后搜索属于最小幅度的潜在谷底或区域底部的点。可以证明,这些点提供了与研究对象的中轴的良好近似。此外,由于使用快速傅里叶变换算法可以轻松,快速地计算出矢量场,因此该方法具有良好的性能。

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