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Digital image processing realized by memristor-based technologies

Today performance and operational efficiency of computer systems on digital image processing are exacerbated owing to the increased complexity of image processing. It is also difficult for image processors based on complementary metal–oxide–semiconductor (CMOS) transistors to continuously increase t...

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Autores principales: Wang, Lei, Meng, Qingyue, Wang, Huihui, Jiang, Jiyuan, Wan, Xiang, Liu, Xiaoyan, Lian, Xiaojuan, Cai, Zhikuang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10533477/
https://www.ncbi.nlm.nih.gov/pubmed/37759137
http://dx.doi.org/10.1186/s11671-023-03901-w
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author Wang, Lei
Meng, Qingyue
Wang, Huihui
Jiang, Jiyuan
Wan, Xiang
Liu, Xiaoyan
Lian, Xiaojuan
Cai, Zhikuang
author_facet Wang, Lei
Meng, Qingyue
Wang, Huihui
Jiang, Jiyuan
Wan, Xiang
Liu, Xiaoyan
Lian, Xiaojuan
Cai, Zhikuang
author_sort Wang, Lei
collection PubMed
description Today performance and operational efficiency of computer systems on digital image processing are exacerbated owing to the increased complexity of image processing. It is also difficult for image processors based on complementary metal–oxide–semiconductor (CMOS) transistors to continuously increase the integration density, causing by their underlying physical restriction and economic costs. However, such obstacles can be eliminated by non-volatile resistive memory technologies (known as memristors), arising from their compacted area, speed, power consumption high efficiency, and in-memory computing capability. This review begins with presenting the image processing methods based on pure algorithm and conventional CMOS-based digital image processing strategies. Subsequently, current issues faced by digital image processing and the strategies adopted for overcoming these issues, are discussed. The state-of-the-art memristor technologies and their challenges in digital image processing applications are also introduced, such as memristor-based image compression, memristor-based edge and line detections, and voice and image recognition using memristors. This review finally envisages the prospects for successful implementation of memristor devices in digital image processing.
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spelling pubmed-105334772023-09-29 Digital image processing realized by memristor-based technologies Wang, Lei Meng, Qingyue Wang, Huihui Jiang, Jiyuan Wan, Xiang Liu, Xiaoyan Lian, Xiaojuan Cai, Zhikuang Discov Nano Review Today performance and operational efficiency of computer systems on digital image processing are exacerbated owing to the increased complexity of image processing. It is also difficult for image processors based on complementary metal–oxide–semiconductor (CMOS) transistors to continuously increase the integration density, causing by their underlying physical restriction and economic costs. However, such obstacles can be eliminated by non-volatile resistive memory technologies (known as memristors), arising from their compacted area, speed, power consumption high efficiency, and in-memory computing capability. This review begins with presenting the image processing methods based on pure algorithm and conventional CMOS-based digital image processing strategies. Subsequently, current issues faced by digital image processing and the strategies adopted for overcoming these issues, are discussed. The state-of-the-art memristor technologies and their challenges in digital image processing applications are also introduced, such as memristor-based image compression, memristor-based edge and line detections, and voice and image recognition using memristors. This review finally envisages the prospects for successful implementation of memristor devices in digital image processing. Springer US 2023-09-28 /pmc/articles/PMC10533477/ /pubmed/37759137 http://dx.doi.org/10.1186/s11671-023-03901-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Review
Wang, Lei
Meng, Qingyue
Wang, Huihui
Jiang, Jiyuan
Wan, Xiang
Liu, Xiaoyan
Lian, Xiaojuan
Cai, Zhikuang
Digital image processing realized by memristor-based technologies
title Digital image processing realized by memristor-based technologies
title_full Digital image processing realized by memristor-based technologies
title_fullStr Digital image processing realized by memristor-based technologies
title_full_unstemmed Digital image processing realized by memristor-based technologies
title_short Digital image processing realized by memristor-based technologies
title_sort digital image processing realized by memristor-based technologies
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10533477/
https://www.ncbi.nlm.nih.gov/pubmed/37759137
http://dx.doi.org/10.1186/s11671-023-03901-w
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