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Three-dimensional median-related filters for color image sequencefiltering

机译:三维中值相关的彩色图像序列过滤器

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摘要

Most current algorithms developed for image sequence filtering require motion information in order to obtain good results both in the still and moving parts of an image sequence. In the present paper, filters which completely preserve stationary regions in image sequences are introduced. In moving regions, the 3D filters inherently reduce to spatial filters and perform well in these areas without any motion-compensation or motion-detection. A new multivariate filtering operation called the alpha-trimmed vector median is proposed. Guidelines for the determination of optimal 3D median-related structures for color and gray-level image sequence filtering are given. Algorithms based on vector median, extended vector median, alpha-trimmed vector median, and componentwise median operations are developed. Properties of the human visual system are taken into account in the design of filters. Noise attenuation and detail preservation capability of the filters is examined. In particular, the impulsive noise attenuation capability of the filters is analyzed theoretically. Simulation results based on real image sequences are given
机译:当前为图像序列过滤开发的大多数算法都需要运动信息,以便在图像序列的静止和运动部分都获得良好的结果。在本文中,介绍了完全保留图像序列中固定区域的滤镜。在运动区域中,3D滤镜固有地缩小为空间滤镜,并且在这些区域中表现出色,而无需任何运动补偿或运动检测。提出了一种新的多元滤波操作,称为alpha修剪向量中位数。给出了确定用于彩色和灰度图像序列过滤的最佳3D中值相关结构的指南。开发了基于向量中值,扩展向量中值,alpha修剪的向量中值和逐分量中值运算的算法。在过滤器的设计中要考虑人类视觉系统的属性。检查了滤波器的噪声衰减和细节保留能力。特别地,从理论上分析了滤波器的脉冲噪声衰减能力。给出了基于真实图像序列的仿真结果

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