一种替代差分梯度边缘对比算子,适用于高速金字塔成像系统

W. D. Toczyski, N. Papanikolopoulos
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引用次数: 1

摘要

许多边缘算子、核和方向滤波器已经被提出,边缘检测是计算机视觉中一个完善和成熟的领域。尽管如此,在开发实时的、基于金字塔的成像系统时,标准、常用技术的不足使我们实现了一组替代的简单定向滤波器,这些滤波器结合起来作为边缘对比算子,满足了熟悉的要求:(1)速度,(2)响应的高度定位。在我们的应用中,该算子集在保留关键要求(2)方面被证明优于经典核,因为算子的边缘响应能量被传播到更低分辨率的金字塔水平,以进行进一步的递归处理。我们的方案显示出对阶跃和线边缘类型提供统一的响应,并且在预期噪声水平存在时提供可接受的响应。该方法直接、简单、通用性强。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An alternative differential gradient edge contrast operator suitable for use within high speed pyramid-based imaging systems
Numerous edge operators, kernels and directional filters have been proposed, and edge detection is a well-established and mature area of computer vision. Despite this, in developing a real-time, pyramid-based imaging system, inadequacies in the standard, commonly used techniques have lead us to implement an alternate set of simple directional filters that combine to act as an edge contrast operator fulfilling the familiar requirements for: (1) speed, and (2) a high localization of response. Within our application, this operator set is proving superior to the classical kernels at preserving the key requirement (2) as the operator's edge response energies are propagated up to pyramid levels of lower resolution for further recursive processing. Our scheme is shown to provide an unified response to both step and line edge types, and acceptable responses in the presence of anticipated noise levels. The method is direct and of low complexity and general utility.
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