Electrical Engineering Department, University of New Orleans, New Orleans, LA 70148, USA.
IEEE Trans Image Process. 2010 Apr;19(4):882-94. doi: 10.1109/TIP.2009.2038823. Epub 2009 Dec 22.
A filter is steerable if transformed (i.e., rotated, scaled, etc.) versions of its impulse response can be expressed as linear combinations of a fixed set of basis functions. Steerability is important for numerous image processing applications. However, it is a property presently shared only by a specific class of linear filters. On the other hand, several classes of nonlinear filters, such as weighted median filters (WMFs), may offer certain advantages over linear filters such as robustness and edge preserving capabilities. In this paper, the concept of steerability is extended to encompass WMFs. It will be shown that, in general, a steerable WMF design technique needs to be capable of handling negative weights. Although methods that allow the design of WMFs admitting negative weights have already been proposed, such methods do not necessarily produce filters that are steerable, as opposed to the approach presented in this work. Experimental results illustrate the applicability of steerable WMFs in two applications, namely edge detection and orientation analysis.
如果滤波器的冲激响应的变换(即旋转、缩放等)版本可以表示为固定基函数集的线性组合,则滤波器是可转向的。可转向性对于许多图像处理应用非常重要。然而,它目前仅为特定类别的线性滤波器所共有。另一方面,几种非线性滤波器类别,例如加权中值滤波器(WMF),可能比线性滤波器具有某些优势,例如鲁棒性和边缘保持能力。在本文中,将可转向性的概念扩展到包括 WMF。将表明,通常,可转向 WMF 设计技术需要能够处理负权重。尽管已经提出了允许设计允许负权重的 WMF 的方法,但这些方法不一定会产生可转向的滤波器,而不是本文提出的方法。实验结果说明了可转向 WMF 在两个应用中的适用性,即边缘检测和方向分析。