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

机译:检测离散曲线上方向依赖性切线的零曲率点

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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.
机译:机器视觉中的许多技术都需要切线估计。介绍了方向相关的切线(DDT)。表示使曲线的方向明确,因此促进了形状匹配。该方案是对标准切线表示法的简单而强大的增强。然而,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配方难以直接施加到数字曲线。基于DDT的几何特性,我们建议检测零曲率点以确定DDT值。传统的零曲率检测方法依赖于离散切线和曲率估计,这难以准确地近似。因此,大多数研究人员采用了多尺度解决方案,这是计算的昂贵的解决方案。在本文中,我们提出了一种新的措施,我们称之为“转角”,零曲率检测。基于该措施,我们开发了一种有效的调节算法来解决零曲率检测问题。虽然调节算法非常简单,但检测到的零曲率点横跨尺度非常稳定。

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