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 |
DOI | 10.1007/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 |
ISSN | 0004-640X |
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 |
引用统计 | |
文献类型 | 期刊论文 |
版本 | 出版稿 |
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 |
推荐引用方式 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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Column fixed-pattern(4208KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 |
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