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An efficient method for multiple-circle detection

机译:一种有效的多圈检测方法

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摘要

A novel approach for circle detection based on the Hough transform is presented. It avoids the use of trigonometric functions in the transform equations. Instead of using traditional circle parameterization, which involves gradient direction information, this method uses three edge points to accumulate evidence for circle centers. The method can be extended to the detection of multiple circles where the gradient direction information is only used as a guide to select candidate edge points. A set of rules is proposed for the selection of triple edge points to define circle parameters which can guarantee that the points selected will not be on different circles. The responses for different circles produced in the parameter space using the proposed method are shown to be more compact around the true centers of the circles, thus, removing the need for postprocessing in the parameter space. The application of this method not only reduces the processing time, but also avoids the detection inaccuracy caused by the edge gradient direction errors.
机译:提出了一种基于霍夫变换的圆检测的新方法。它避免在变换方程中使用三角函数。该方法使用涉及梯度方向信息的传统圆形参数化而不是使用传统的圆形参数化,而不是使用三个边缘点来累积圆心的证据。该方法可以扩展到检测多个圆的检测,其中梯度方向信息仅用作选择候选边缘点的指南。提出了一组规则,用于选择三边缘点以定义圆参数,可以保证所选择的点不会在不同的圆上。使用所提出的方法在参数空间中产生的不同圆圈的响应被示出在圆的真正中心周围更紧凑,从而删除了在参数空间中的后处理的需要。该方法的应用不仅减少了处理时间,而且还避免了边缘梯度方向误差引起的检测不准确性。

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