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广义多通道图像滤波结构。

Generalized multichannel image-filtering structures.

机构信息

Inst. for Syst. Res., Maryland Univ., College Park, MD.

出版信息

IEEE Trans Image Process. 1997;6(7):1038-45. doi: 10.1109/83.597278.

Abstract

Recent works in multispectral image processing advocate the employment of vector approaches for this class of signals. Vector processing operators that involve the minimization of a suitable error criterion have been proposed and shown appropriate for this task. In this framework, two main classes of vector processing filters have been reported in the literature. Astola et al. (1990) introduce the well-known class of vector median filters (VMF), which are derived as maximum likelihood (ML) estimates from exponential distributions. Trahanias et al. (see ibid., vol.2, no.4, p.528-34, 1993 and vol.5, no.6, p.868-80, 1996) study the processing of color image data using directional information, considering the class of vector directional filters (VDF). We introduce a new filter structure, the directional-distance filters (DDF), which combine both VDF and VMF in a novel way. We show that DDF are robust signal estimators under various noise distributions, they have the property of chromaticity preservation and, finally, compare favorably to other multichannel image processing filters.

摘要

近年来,多光谱图像处理领域提倡采用向量方法来处理这类信号。已经提出了涉及最小化适当误差准则的向量处理算子,并证明它们适用于这项任务。在这个框架中,文献中报道了两类主要的向量处理滤波器。Astola 等人(1990 年)引入了著名的向量中值滤波器(VMF),它是从指数分布中推导出的最大似然(ML)估计。Trahanias 等人(见参考文献,第 2 卷,第 4 期,第 528-34 页,1993 年和第 5 卷,第 6 期,第 868-80 页,1996 年)研究了使用方向信息处理彩色图像数据的问题,考虑了向量方向滤波器(VDF)的类别。我们引入了一种新的滤波器结构,即方向-距离滤波器(DDF),它以新颖的方式结合了 VDF 和 VMF。我们表明,DDF 在各种噪声分布下都是稳健的信号估计器,它们具有保持色度的特性,最后,与其他多通道图像处理滤波器相比具有优势。

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