使用面积和功耗适中的三元分选器对改进的最小-最大中值滤波器进行 VLSI 实现,用于图像去噪。

IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Scientific Reports Pub Date : 2024-11-19 DOI:10.1038/s41598-024-80053-6
Chrishia Christudhas, Annis Fathima
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引用次数: 0

摘要

图像处理在当今尖端技术中的突出地位毋庸置疑。将软件与硬件相结合,可以充分利用两者的优势,从而形成高效、精简的实时处理系统。原始图像通常会受到噪声的影响,这阻碍了高质量和细节图像的获取;因此,去噪变得十分必要。本文提出了一种改进的最小-最大中值(MMM)滤波器来去除脉冲噪声,以及一种 Tritonic 分类器来定位损坏的像素。与传统的去噪方法不同,本文提出的去噪方法侧重于噪声像素的定位,而传统的去噪方法仅侧重于噪声检测和过滤。最小-最大表提供了损坏像素的位置,并对其进行过滤。由最大定位器和最小定位器组成的 Tritonic 排序器会比较三个输入值,并找出其中的最小值、最大值和中值。与其他最先进的方法相比,所提出的方法最大限度地减少了执行排序过程所需的比较器数量。使用 Vivado 工具在 ZedBoard Zynq 套件中综合了所提出的方法。结果表明,与现有方法相比,面积减少了 27%,功耗减少了 16.23%。
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VLSI implementation of a modified min-max median filter using an area and power competent tritonic sorter for image denoising.

The prominence of image processing in today's cutting-edge technology is undeniable. Integrating software with hardware leverages both strengths, resulting in a real-time processing system that is efficient and streamlined. Raw images are usually affected by noise, which hinders the acquisition of good-quality and detailed images; hence, denoising becomes necessary. This paper proposes a modified min-max median (MMM) filter to remove impulse noise and a Tritonic sorter to localize corrupted pixels. The proposed denoising method focuses on localizing noisy pixels, unlike traditional denoising approaches, which focus only on noise detection and filtering. A min-max sheet provides the location of the corrupted pixels, and filtering is performed on them. The Tritonic Sorter, consisting of a max locator and a min locator, compares three input values and finds the minimum, maximum and median values among them. Compared to other state-of-the-art methods, the proposed method minimizes the number of comparators needed to carry out the sorting process. The proposed method was synthesized in the ZedBoard Zynq kit using the Vivado tool. The results show that the area improved by 27%, and the power improved by 16.23% compared with those of the existing method.

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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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