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Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images

Remote sensing images could provide us with tremendous quantities of large-scale information. Noise artifacts (stripes), however, made the images inappropriate for vitalization and batch process. An effective restoration method would make images ready for further analysis. In this paper, a new metho...

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Detalles Bibliográficos
Autores principales: Wang, Bo, Bao, Jianwei, Wang, Shikui, Wang, Houjun, Sheng, Qinghong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5426931/
https://www.ncbi.nlm.nih.gov/pubmed/28441754
http://dx.doi.org/10.3390/s17040935
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author Wang, Bo
Bao, Jianwei
Wang, Shikui
Wang, Houjun
Sheng, Qinghong
author_facet Wang, Bo
Bao, Jianwei
Wang, Shikui
Wang, Houjun
Sheng, Qinghong
author_sort Wang, Bo
collection PubMed
description Remote sensing images could provide us with tremendous quantities of large-scale information. Noise artifacts (stripes), however, made the images inappropriate for vitalization and batch process. An effective restoration method would make images ready for further analysis. In this paper, a new method is proposed to correct the stripes and bad abnormal pixels in charge-coupled device (CCD) linear array images. The method involved a line tracing method, limiting the location of noise to a rectangular region, and corrected abnormal pixels with the Lagrange polynomial algorithm. The proposed detection and restoration method were applied to Gaofen-1 satellite (GF-1) images, and the performance of this method was evaluated by omission ratio and false detection ratio, which reached 0.6% and 0%, respectively. This method saved 55.9% of the time, compared with traditional method.
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spelling pubmed-54269312017-05-12 Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images Wang, Bo Bao, Jianwei Wang, Shikui Wang, Houjun Sheng, Qinghong Sensors (Basel) Article Remote sensing images could provide us with tremendous quantities of large-scale information. Noise artifacts (stripes), however, made the images inappropriate for vitalization and batch process. An effective restoration method would make images ready for further analysis. In this paper, a new method is proposed to correct the stripes and bad abnormal pixels in charge-coupled device (CCD) linear array images. The method involved a line tracing method, limiting the location of noise to a rectangular region, and corrected abnormal pixels with the Lagrange polynomial algorithm. The proposed detection and restoration method were applied to Gaofen-1 satellite (GF-1) images, and the performance of this method was evaluated by omission ratio and false detection ratio, which reached 0.6% and 0%, respectively. This method saved 55.9% of the time, compared with traditional method. MDPI 2017-04-24 /pmc/articles/PMC5426931/ /pubmed/28441754 http://dx.doi.org/10.3390/s17040935 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Bo
Bao, Jianwei
Wang, Shikui
Wang, Houjun
Sheng, Qinghong
Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title_full Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title_fullStr Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title_full_unstemmed Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title_short Improved Line Tracing Methods for Removal of Bad Streaks Noise in CCD Line Array Image—A Case Study with GF-1 Images
title_sort improved line tracing methods for removal of bad streaks noise in ccd line array image—a case study with gf-1 images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5426931/
https://www.ncbi.nlm.nih.gov/pubmed/28441754
http://dx.doi.org/10.3390/s17040935
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