图像超分辨率七十年:成就、挑战与机遇

IF 1.9 4区 工程技术 Q2 Engineering EURASIP Journal on Advances in Signal Processing Pub Date : 2024-07-18 DOI:10.1186/s13634-024-01170-y
Baraka Maiseli, Abdi T. Abdalla
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引用次数: 0

摘要

七十多年来,超分辨率成像技术逐渐发展成为一种先进的方法,用于提高图像的分辨率,使其超过衍射极限。尽管超分辨率成像技术具有可预见的实用能力,但我们注意到这项技术并未受到应有的重视。本研究对超分辨率成像技术自 1952 年首次提出以来的发展进行了广泛的回顾,并将研究分为四个研究方向:回顾、进展、应用和硬件实现。我们讨论了超分辨率成像的成就、挑战和潜在机遇,为研究人员,尤其是处于职业生涯初期的研究人员,提供了进一步推动该技术发展的知识。我们的工作可能会开辟有趣的研究途径,从而加速将该技术应用到商业成像设备中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Seven decades of image super-resolution: achievements, challenges, and opportunities

Super-resolution imaging has, for more than seventy years, gradually evolved to produce advanced methods for enhancing the resolution of images beyond the diffraction limits. Notwithstanding its foreseeable practical capabilities, we noted that this technology has received undeserved attention. The present work provides an extensive review of super-resolution imaging since its first conception in 1952, contextualizing studies into four research directions: reviews, advances, applications, and hardware implementations. We have discussed achievements, challenges, and potential opportunities of super-resolution imaging to equip researchers, especially those in their early careers, with knowledge to further advance the technology. Our work may open interesting research avenues that may accelerate realization of the technology into commercial imaging devices.

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来源期刊
EURASIP Journal on Advances in Signal Processing
EURASIP Journal on Advances in Signal Processing 工程技术-工程:电子与电气
CiteScore
3.50
自引率
10.50%
发文量
109
审稿时长
2.6 months
期刊介绍: The aim of the EURASIP Journal on Advances in Signal Processing is to highlight the theoretical and practical aspects of signal processing in new and emerging technologies. The journal is directed as much at the practicing engineer as at the academic researcher. Authors of articles with novel contributions to the theory and/or practice of signal processing are welcome to submit their articles for consideration.
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