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Column fixed-pattern noise removal in solar images using two-way filtering
Lin, Hao1; Bai, Xianyong2; Feng, Song1; Liang, Bo1; Cao, Wenda3; Yuan, Ding4; Dai, Wei1; Guo YF(郭杨帆)5
发表期刊ASTROPHYSICS AND SPACE SCIENCE
2024-10
卷号369期号:10
DOI10.1007/s10509-024-04373-9
产权排序第5完成单位
收录类别SCI
关键词Astronomy data analysis (1858) Astronomical methods (1043) Astronomical techniques (1684)
摘要Solar images are critically important for studying solar activities and features. Today, many observatories rely on CMOS sensors to acquire these images. However, these sensors often introduce column fixed-pattern noise (CFPN), seriously affecting image quality. Therefore, we proposed a two-way filtering algorithm to remove CFPN. Firstly, in the horizontal direction, we used the one-dimensional global weighted least squares filter and the efficient bilateral filter to obtain a coarse denoised image. Then, we utilized the weighted guided filter in the vertical direction to estimate the CFPN components, thereby obtaining a clean solar image. We selected three different solar observation images to compare and evaluate our results to those obtained by three comparative methods. The images are observed by the Solar Upper Transition Region Imager aboard the SATech-01 satellite. Additionally, we further used two quantitative metrics, photo response non-uniformity and mean relative deviation, to quantify the denoised results. The results demonstrate that our proposed method removes the CFPN better and preserves the image features in a more balanced way.
资助项目Precision Mechanics of CAS; Innovation Academy for Microsatellites of CAS; US NSF[AGS-2309939]; New Jersey Institute of Technology; Korea Astronomy and Space Science Institute; Seoul National University; Open Fund of Yunnan Key Laboratory of Computer Technologies Application
项目资助者Precision Mechanics of CAS ; Innovation Academy for Microsatellites of CAS ; US NSF[AGS-2309939] ; New Jersey Institute of Technology ; Korea Astronomy and Space Science Institute ; Seoul National University ; Open Fund of Yunnan Key Laboratory of Computer Technologies Application
语种英语
学科领域天文学 ; 太阳与太阳系
文章类型Article
出版者SPRINGER
出版地VAN GODEWIJCKSTRAAT 30, 3311 GZ DORDRECHT, NETHERLANDS
ISSN0004-640X
URL查看原文
WOS记录号WOS:001341273400001
WOS研究方向Astronomy & Astrophysics
WOS类目Astronomy & Astrophysics
关键词[WOS]WAVELET
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文献类型期刊论文
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条目标识符http://ir.ynao.ac.cn/handle/114a53/27652
专题射电天文研究组
作者单位1.Faculty of Information Engineering and Automation, Kunming University of Science and Technology and Yunnan Key Laboratory of Computer Technologies Application, Kunming, 650500, China;
2.National Astronomical Observatories, Chinese Academy of Sciences, Beijing, 100101, China;
3.Big Bear Solar Observatory, New Jersey Institute of Technology, 40386 North Shore Lane, Big Bear City, CA, 92314, USA;
4.Institute of Space Science and Applied Technology, Harbin Institute of Technology, Shenzhen, 518055, China;
5.Yunnan Observatories, Chinese Academy of Sciences, Kunming, 650216, China
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GB/T 7714
Lin, Hao,Bai, Xianyong,Feng, Song,et al. Column fixed-pattern noise removal in solar images using two-way filtering[J]. ASTROPHYSICS AND SPACE SCIENCE,2024,369(10).
APA Lin, Hao.,Bai, Xianyong.,Feng, Song.,Liang, Bo.,Cao, Wenda.,...&郭杨帆.(2024).Column fixed-pattern noise removal in solar images using two-way filtering.ASTROPHYSICS AND SPACE SCIENCE,369(10).
MLA Lin, Hao,et al."Column fixed-pattern noise removal in solar images using two-way filtering".ASTROPHYSICS AND SPACE SCIENCE 369.10(2024).
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