An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background
For space target images captured by a sky-based visible light camera, various conditions are influenced by the imaging system itself and the observation environment; these conditions include uneven image background intensity, complex noise, stray light composition, and diverse target forms. A mean w...
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Format: | Article |
Language: | English |
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MDPI AG
2023-07-01
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Series: | Applied Sciences |
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Online Access: | https://www.mdpi.com/2076-3417/13/14/8484 |
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author | Zelong Ma Qinglei Zhao Xin Che Xinda Qi Wenxian Li Shuxin Wang |
author_facet | Zelong Ma Qinglei Zhao Xin Che Xinda Qi Wenxian Li Shuxin Wang |
author_sort | Zelong Ma |
collection | DOAJ |
description | For space target images captured by a sky-based visible light camera, various conditions are influenced by the imaging system itself and the observation environment; these conditions include uneven image background intensity, complex noise, stray light composition, and diverse target forms. A mean wavelet transform algorithm is proposed. This algorithm initially performs mean filtering and wavelet transform filtering on the noise-containing space target images and then performs a wavelet inverse transform on the filtered results to generate the final image. The experimental results show that our algorithm has good denoising performance and can effectively maintain the image details. |
first_indexed | 2024-03-11T01:19:40Z |
format | Article |
id | doaj.art-8d5ee3b33008471aa330b1b1c1481fd7 |
institution | Directory Open Access Journal |
issn | 2076-3417 |
language | English |
last_indexed | 2024-03-11T01:19:40Z |
publishDate | 2023-07-01 |
publisher | MDPI AG |
record_format | Article |
series | Applied Sciences |
spelling | doaj.art-8d5ee3b33008471aa330b1b1c1481fd72023-11-18T18:13:42ZengMDPI AGApplied Sciences2076-34172023-07-011314848410.3390/app13148484An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based BackgroundZelong Ma0Qinglei Zhao1Xin Che2Xinda Qi3Wenxian Li4Shuxin Wang5Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaChangchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaChangchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaChangchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaChangchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaChangchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, ChinaFor space target images captured by a sky-based visible light camera, various conditions are influenced by the imaging system itself and the observation environment; these conditions include uneven image background intensity, complex noise, stray light composition, and diverse target forms. A mean wavelet transform algorithm is proposed. This algorithm initially performs mean filtering and wavelet transform filtering on the noise-containing space target images and then performs a wavelet inverse transform on the filtered results to generate the final image. The experimental results show that our algorithm has good denoising performance and can effectively maintain the image details.https://www.mdpi.com/2076-3417/13/14/8484sky-based visible light cameraspace target imagesdenoisingwavelet transformmean filtering |
spellingShingle | Zelong Ma Qinglei Zhao Xin Che Xinda Qi Wenxian Li Shuxin Wang An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background Applied Sciences sky-based visible light camera space target images denoising wavelet transform mean filtering |
title | An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background |
title_full | An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background |
title_fullStr | An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background |
title_full_unstemmed | An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background |
title_short | An Image Denoising Method for a Visible Light Camera in a Complex Sky-Based Background |
title_sort | image denoising method for a visible light camera in a complex sky based background |
topic | sky-based visible light camera space target images denoising wavelet transform mean filtering |
url | https://www.mdpi.com/2076-3417/13/14/8484 |
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