可变扫描孔径的高速递归可分离图像处理滤波器

IF 1.1 Q4 OPTICS Computer Optics Pub Date : 2023-08-01 DOI:10.18287/2412-6179-co-1240
A.V. Kamenskiy, M.I. Kuryachiy, A.S. Krasnoperova, Yu.V. Ilyin, T.M. Akaeva, S.E. Boyarkin
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引用次数: 0

摘要

在计算机技术的发展过程中,其应用领域的数量自然会增加,随之而来的是要解决的任务的复杂性,这就需要进行新的研究。类似的任务包括医疗技术领域的图像数字滤波和有源脉冲电视测量系统。为了解决提高图像质量的问题,设计了许多数字滤波的方法和算法;能够提高图像质量同时降低计算成本的算法得到了广泛的应用。由于生成图像的大小不断增长,以及对现代电视系统的要求,对实时操作提出了很高的要求。在解决实际问题时,需要使用不同的滤光片孔径大小,以提高图像质量并保留图像细节。这些问题的解决是自适应滤波器出现的原因,它能够在处理接收数据的过程中改变参数,而不会随着孔径大小的增加而花费额外的时间进行处理。本文介绍了自适应图像处理滤波器的构造原理,该滤波器通过获取表示多元孔径所需尺寸的输入参数,实现所需孔径的构造。对拉普拉斯“截断金字塔”滤波器和“双金字塔”拉普拉斯滤波器进行了改进。这些滤波器的一个特点是多元素孔径的奇异性,因此用于构建掩模的系数总是被设置为奇数。当使用这些过滤器时,可以使用两个负责提高过滤效率的系数,因为在其原始形式中,拉普拉斯过滤器的系数和等于零。实验结果与经典二维卷积的高维滤波器进行了比较。下一阶段的研究将是并行计算技术的应用,这将提高所开发滤波器的速度。
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High-speed recursive-separable image processing filters with variable scanning aperture sizes
In the process of development of computer technologies, the number of areas of their application naturally grows and, along with it, the complexity of the tasks to be solved, which entails the need for new research. Similar tasks include digital filtering of images in the field of medical technologies and active-pulse television measuring systems. There are many methods and algorithms of digital filtering designed to solve the problem of improving the quality; algorithms that can improve the quality of images while reducing computational costs are widely used. High demands, which are made due to the constant growth in the size of the generated images, as well as the requirement for modern television systems, is real-time operation. When solving practical problems, it is required to use different filter aperture sizes, which provide an increase in quality and preservation of image details. The solution of these problems was the reason for the emergence of adaptive filters that are able to change the parameters in the process of processing the received data, while not spending additional time on processing with an increase in the size of the aperture. The paper presents the principles of constructing adaptive image processing filters, which, by obtaining an input parameter indicating the required dimension of a multi-element aperture, are able to implement the construction of the required aperture. The Laplacian “Truncated Pyramid” filter and the “double pyramid” Laplacian were modified. A feature of these filters is the oddness of the multi-element aperture, so the coefficient used to build the mask is always set to odd. When using these filters, it is possible to use two coefficients that are responsible for increasing the filtration efficiency, since, in their original form, the Laplacian filters have a sum of coefficients equal to zero. The experiment shows a comparison with high-dimensional filters that work when using classical two-dimensional convolution. The next stage of the presented research will be the application of parallel computing techniques, which will increase the speed of the developed filters.
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来源期刊
Computer Optics
Computer Optics OPTICS-
CiteScore
4.20
自引率
10.00%
发文量
73
审稿时长
9 weeks
期刊介绍: The journal is intended for researchers and specialists active in the following research areas: Diffractive Optics; Information Optical Technology; Nanophotonics and Optics of Nanostructures; Image Analysis & Understanding; Information Coding & Security; Earth Remote Sensing Technologies; Hyperspectral Data Analysis; Numerical Methods for Optics and Image Processing; Intelligent Video Analysis. The journal "Computer Optics" has been published since 1987. Published 6 issues per year.
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