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向量方向滤波器——一类新的多通道图像处理滤波器。

Vector directional filters-a new class of multichannel image processing filters.

机构信息

Dept. of Electr. and Comput. Eng., Toronto Univ., Ont.

出版信息

IEEE Trans Image Process. 1993;2(4):528-34. doi: 10.1109/83.242362.

Abstract

Vector directional filters (VDF) for multichannel image processing are introduced and studied. These filters separate the processing of vector-valued signals into directional processing and magnitude processing. This provides a link between single-channel image processing where only magnitude processing is essentially performed, and multichannel image processing where both the direction and the magnitude of the image vectors play an important role in the resulting (processed) image. VDF find applications in satellite image data processing, color image processing, and multispectral biomedical image processing. Results are presented here for the case of color images, as an important example of multichannel image processing. It is shown that VDF can achieve very good filtering results for various noise source models.

摘要

向量方向滤波器(VDF)在多通道图像处理中得到了介绍和研究。这些滤波器将向量值信号的处理分为方向处理和幅度处理。这为单通道图像处理提供了一个连接,在单通道图像处理中,只进行幅度处理,而在多通道图像处理中,图像向量的方向和幅度在生成的(处理后的)图像中起着重要作用。VDF 在卫星图像数据处理、彩色图像处理和多光谱生物医学图像处理中得到了应用。这里给出了彩色图像的结果,作为多通道图像处理的一个重要例子。结果表明,VDF 可以针对各种噪声源模型实现非常好的滤波效果。

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