Infrared Image Enhancement: A Review

IF 4.7 2区 地球科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Pub Date : 2024-12-27 DOI:10.1109/JSTARS.2024.3523418
Qingwang Wang;Pengcheng Jin;Yuhang Wu;Liyao Zhou;Tao Shen
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Abstract

Under special conditions such as night, rain, and fog, visible light imaging technology often performs poorly, while radar and other imaging technologies are limited due to their high costs. Infrared imaging technology, based on the principle of thermal radiation, can provide clear imaging effects under these extreme conditions and has a relatively low cost of use. Therefore, it has been widely applied in various fields, including military, medical, industrial, and agricultural applications. However, due to the limitations of infrared wavelengths and imaging technology, traditional infrared imaging devices struggle to capture rich texture information, leading to infrared images that lack texture details and have low resolution, which significantly restricts the further research and application of infrared imaging technology in various fields. In recent years, with the widespread attention to infrared imaging technology, researchers have proposed various new infrared image enhancement techniques. Despite this, the lack of texture information in ordinary infrared images leads to the enhancement effect of existing technologies being unsatisfactory. Therefore, we have conducted a systematic investigation of the research advancements in the field of infrared image enhancement, encompassing infrared image enhancement methods, related datasets, and evaluation metrics, with the aim of exploring a research solution that could potentially break through current technological limitations. Based on these investigations, we have evaluated the performance of various representative infrared image enhancement methods, with the hope of providing a reference for future research. In addition, this article also provides a comprehensive introduction to the potential applications of infrared image enhancement technology and discusses significant research directions for the future.
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红外图像增强:综述
在夜间、雨、雾等特殊条件下,可见光成像技术往往表现不佳,而雷达等成像技术由于成本高而受到限制。红外成像技术基于热辐射原理,可以在这些极端条件下提供清晰的成像效果,并且使用成本相对较低。因此,它被广泛应用于各个领域,包括军事、医疗、工业和农业应用。然而,由于红外波长和成像技术的限制,传统红外成像设备难以捕捉到丰富的纹理信息,导致红外图像缺乏纹理细节,分辨率较低,这极大地制约了红外成像技术在各个领域的进一步研究和应用。近年来,随着红外成像技术的广泛关注,研究人员提出了各种新的红外图像增强技术。尽管如此,由于普通红外图像缺乏纹理信息,导致现有技术的增强效果并不理想。因此,我们对红外图像增强领域的研究进展进行了系统的调查,包括红外图像增强方法,相关数据集和评估指标,旨在探索一种可能突破当前技术限制的研究解决方案。在此基础上,我们对各种具有代表性的红外图像增强方法的性能进行了评价,希望为今后的研究提供参考。此外,本文还对红外图像增强技术的潜在应用进行了全面的介绍,并讨论了未来重要的研究方向。
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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来源期刊
CiteScore
9.30
自引率
10.90%
发文量
563
审稿时长
4.7 months
期刊介绍: The IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing addresses the growing field of applications in Earth observations and remote sensing, and also provides a venue for the rapidly expanding special issues that are being sponsored by the IEEE Geosciences and Remote Sensing Society. The journal draws upon the experience of the highly successful “IEEE Transactions on Geoscience and Remote Sensing” and provide a complementary medium for the wide range of topics in applied earth observations. The ‘Applications’ areas encompasses the societal benefit areas of the Global Earth Observations Systems of Systems (GEOSS) program. Through deliberations over two years, ministers from 50 countries agreed to identify nine areas where Earth observation could positively impact the quality of life and health of their respective countries. Some of these are areas not traditionally addressed in the IEEE context. These include biodiversity, health and climate. Yet it is the skill sets of IEEE members, in areas such as observations, communications, computers, signal processing, standards and ocean engineering, that form the technical underpinnings of GEOSS. Thus, the Journal attracts a broad range of interests that serves both present members in new ways and expands the IEEE visibility into new areas.
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