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Detection of curved edges at subpixel accuracy using deformable models

机译:使用变形模型以亚像素精度检测弯曲边缘

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摘要

One approach to the detection of curves at subpixel accuracy involves the reconstruction of such features from subpixel edge data points. A new technique is presented for reconstructing and segmenting curves with subpixel accuracy using deformable models. A curve is represented as a set of interconnected Hermite splines forming a snake generated from the subpixel edge information that minimizes the global energy functional integral over the set. While previous work on the minimization was mostly based on the Euler-Lagrange transformation, the authors use the finite element method to solve the energy minimization equation. The advantages of this approach over the Euler-Lagrange transformation approach are that the method is straightforward, leads to positive m-diagonal symmetric matrices, and has the ability to cope with irregular geometries such as junctions and corners. The energy functional integral solved using this method can also be used to segment the features by searching for the location of the maxima of the first derivative of the energy over the elementary curve set.
机译:一种以子像素精度检测曲线的方法涉及从子像素边缘数据点重建此类特征。提出了一种使用变形模型以亚像素精度重建和分割曲线的新技术。一条曲线表示为一组相互连接的Hermite花键,这些花键形成一条从子像素边缘信息生成的蛇,该蛇使该组上的全局能量函数积分最小。尽管先前的最小化工作主要基于Euler-Lagrange变换,但作者使用有限元方法来求解能量最小化方程。与Euler-Lagrange变换方法相比,此方法的优点是该方法简单易行,可导致正m对角对称矩阵,并具有应付不规则几何形状(如交界处和拐角处)的能力。通过在基本曲线集上搜索能量的一阶导数的最大值的位置,使用此方法求解的能量函数积分也可以用于分割特征。

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