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Robust curve detection by temporal geodesics

机译:通过时间测地线进行稳健的曲线检测

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摘要

The formation of temporal geodesics (i.e., fast routes) in a velocity field seems to offer a means of detecting curves by parallel hardware in a wide range of images with little prior design information. This hypothesis was tested by devising and constructing a dotted-curve detector based on it, and applying the detector to several synthetic dotted images covering a wide range of dotted curves and dotted partially coherent noise. The results are encouraging. The dotted-curve detector searches for fast routes in a velocity field determined locally by the approximate collinearity or cocircularity of clusters of dots, and globally by the tortuousness of the route and the uniformity of the spacing of dots along the route. The routes are found by a parallel adaptive classification of the dots into curve dots and noise dots, followed by a parallel merging and splitting of graphs spanning temporal close dots or subgraphs at successively higher levels of abstraction.
机译:速度场中时间测地线(即快速路径)的形成似乎提供了一种手段,可以利用并行硬件在几乎没有先验设计信息的情况下,在大范围的图像中检测曲线。通过设计和构造基于该曲线的点曲线检测器,并将该检测器应用于覆盖宽范围的点曲线和点部分相干噪声的几个合成点图像,来检验该假设。结果令人鼓舞。点曲线检测器在速度场中搜索快速路径,该速度场由点簇的近似共线性或共圆性局部确定,并且总体上由路径的曲折性和沿路径的点间距的均匀性确定。通过将点并行自适应地分类为曲线点和噪声点,然后在连续更高的抽象级别上跨越时间闭合点或子图的图形的并行合并和拆分,可以找到路径。

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