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Fast and robust ellipse detector based on edge following method

机译:基于边缘跟随法的快速鲁棒椭圆检测器

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摘要

This study presents a fast and robust ellipse detector based on edge following method. The detector first extracts segments using an edge predictor based on curvature analysis. Then, line segments are generated based on length condition other than least-squares approximation. After that, potential ellipses are detected based on edge curvature and convexity. In addition, a re-find contours detection method is introduced to improve the accuracy by searching edge points in the missing part of the ellipse. The performance of the detector has been tested on different datasets containing both synthetic and real images with three other algorithms based on the edge following method. Experimental results indicate that the proposed method always has the fastest execution time. Besides, it advances the state of the art in accuracy in most cases. Generally speaking, it is a fast, robust and effective ellipse detector for real-time applications.
机译:这项研究提出了一种基于边缘跟随方法的快速而强大的椭圆检测器。检测器首先使用基于曲率分析的边缘预测器提取片段。然后,根据最小二乘近似以外的长度条件生成线段。之后,基于边缘曲率和凸度检测潜在的椭圆。另外,引入了一种重新寻找轮廓的方法,以通过在椭圆的缺失部分中搜索边缘点来提高精度。检测器的性能已经在包含合成图像和真实图像的不同数据集上进行了测试,并使用了基于边缘跟随方法的其他三种算法。实验结果表明,该方法始终具有最快的执行时间。此外,在大多数情况下,它还可以提高准确性。一般来说,它是一种用于实时应用的快速,健壮和有效的椭圆检测器。

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