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Detecting zero curvature points for the direction-dependent tangent on discrete curves

机译:检测离散曲线上与方向相关的切线的零曲率点

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Abstract: Many techniques in machine vision require tangent estimation. The direction-dependent tangent (DDT) is introduced. The representation makes explicit the direction of curve following and the concavity, hence facilitating shape matching. The scheme is a simple but powerful enhancement to the standard tangent notation. However, discrete tangent and curvature estimations are very sensitive to noise and quantization errors, and the original DDT formulation is difficult to apply directly to digital curves. Based on the geometric property of DDT, we propose to detect zero curvature points to determine the DDT values. Traditional approaches to zero curvature detection rely heavily on discrete tangent and curvature estimations, which are difficult to approximate accurately. Hence, most researchers adopted the multi-scale solutions, which are costly to compute. In this paper, we put forth a new measure, which we called `turning angle', for zero curvature detection. Based on this measure, we develop an efficient conditioning algorithm to tackle the zero curvature detection problem. Although the conditioning algorithm is quite straightforward, the zero curvature points detected are quite stable across scales.!12
机译:摘要:机器视觉中的许多技术都需要切线估计。介绍了与方向有关的切线(DDT)。该表示法明确了曲线跟随的方向和凹度,因此有利于形状匹配。该方案是对标准切线符号的简单但强大的增强。但是,离散的切线和曲率估计对噪声和量化误差非常敏感,并且原始DDT公式很难直接应用于数字曲线。基于DDT的几何特性,我们建议检测零曲率点以确定DDT值。零曲率检测的传统方法在很大程度上依赖于离散的切线和曲率估计,而这些估计很难精确估计。因此,大多数研究人员采用了多尺度解决方案,该解决方案的计算成本很高。在本文中,我们提出了一种新的测量方法,称为“转角”,用于零曲率检测。基于此措施,我们开发了一种有效的调节算法来解决零曲率检测问题。尽管调节算法非常简单,但是在各个尺度上检测到的零曲率点都非常稳定。!12

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