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ADAPTIVE FILTERS FOR COLOR IMAGE PROCESSING: A SURVEY

机译:彩色图像处理的自适应滤波器:一项调查

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Processing color images using nonlinear filters has received increased attention lately due to its importance in applications, such as multimedia technologies and telecommunications. The objective of this paper is twofold: (1) to introduce adaptive filtering techniques to the reader who is just beginning in this area and (2) to provide a review for the reader who may be well versed in nonlinear signal processing. The perspective of the topic offered here is one that comes primarily from work done in order statistics and adaptive filters for color image processing. Hence, many of the techniques and publications cited here relate to image filtering with the emphasis placed primarily on filtering algorithms based on fuzzy concepts, multidimensional scaling, and order statistics-based designs. It should be noted, however, that color image processing is a very broad field and thus contains many other approaches that have been developed from different perspectives, such as transform domain filtering, classical least-square approaches and neural networks, just to name a few. In this paper, we present a general formulation based on fuzzy concepts, which allows the use of adaptive weights in the filtering structure and we discuss different filter designs. The strong potential of fuzzy adaptive filters for color image processing is illustrated with several examples.
机译:由于其在诸如多媒体技术和电信之类的应用中的重要性,使用非线性滤波器处理彩色图像近来受到越来越多的关注。本文的目的是双重的:(1)向刚开始在这一领域的读者介绍自适应滤波技术;(2)为可能精通非线性信号处理的读者提供一个综述。这里提供的主题的观点主要来自于顺序统计和用于彩色图像处理的自适应滤波器的工作。因此,此处引用的许多技术和出版物都与图像过滤有关,重点主要放在基于模糊概念,多维缩放和基于顺序统计的设计的过滤算法上。但是,应该指出的是,彩色图像处理是一个非常广阔的领域,因此包含了许多从不同角度开发的其他方法,例如变换域滤波,经典最小二乘法和神经网络,仅举几例。在本文中,我们提出了一种基于模糊概念的通用公式,该公式允许在滤波结构中使用自适应权重,并讨论了不同的滤波器设计。通过几个示例说明了模糊自适应滤波器在彩色图像处理中的强大潜力。

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