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Curvature product corner detection in direct curvature scale space

机译:直接曲率刻度空间中的曲率积角检测

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摘要

An efficient comer detector based on the direct curvature scale space (DCSS) technique, referred to as the curvature product direct curvature scale space (CP-DCSS) corner detector, is introduced and studied. The contours of interested objects are extracted from a real-world image, and then their curvature functions are respectively convolved with the Gaussian function, whose standard deviation gradually increases and is treated as a scale parameter of corner detection. By measuring the product of the curvature values computed at several given scales, true corners on the contours can be easily detected since false or insignificant corners have been effectively suppressed. A point is declared as a corner when the absolute value of the curvature product exceeds a given threshold and is a local maximum at the mentioned point. CP-DCSS combines the advantages of two recently proposed corner detectors, namely, the DCSS corner detector and the multi-scale curvature product (MSCP) corner detector. Compared to DCSS, CP-DCSS omits a parsing process of the DCSS map, and hence it has a simpler structure. Compared to MSCP, CP-DCSS works equally well, however, at less computational cost.
机译:介绍并研究了一种基于直接曲率标度空间(DCSS)技术的高效角检测器,称为曲率乘积直接曲率标度空间(CP-DCSS)角检测器。从真实世界的图像中提取感兴趣的物体的轮廓,然后将其曲率函数分别与高斯函数进行卷积,其标准偏差逐渐增大,并被视为角点检测的比例参数。通过测量在几个给定比例下计算出的曲率值的乘积,可以轻松检测轮廓上的真角,因为有效地抑制了假角或无关紧要的角。当曲率积的绝对值超过给定阈值时,将点声明为拐角,并且该点在所述点处为局部最大值。 CP-DCSS结合了两个最近提出的拐角检测器的优点,即DCSS拐角检测器和多尺度曲率乘积(MSCP)拐角检测器。与DCSS相比,CP-DCSS省略了DCSS映射的解析过程,因此结构更简单。与MSCP相比,CP-DCSS同样有效,但是计算成本较低。

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