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Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint
Recently, the white (w) channel has been incorporated in various forms into color filter arrays (CFAs). The advantage of using theWchannel is thatWpixels have less noise than red (R), green (G), or blue (B) (RGB) pixels; therefore, under low-light conditions, pixels with high fidelity can be obtaine...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7472487/ https://www.ncbi.nlm.nih.gov/pubmed/32785041 http://dx.doi.org/10.3390/s20164458 |
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author | Kim, Hansol Lee, Sukho Kang, Moon Gi |
author_facet | Kim, Hansol Lee, Sukho Kang, Moon Gi |
author_sort | Kim, Hansol |
collection | PubMed |
description | Recently, the white (w) channel has been incorporated in various forms into color filter arrays (CFAs). The advantage of using theWchannel is thatWpixels have less noise than red (R), green (G), or blue (B) (RGB) pixels; therefore, under low-light conditions, pixels with high fidelity can be obtained. However, RGBW CFAs normally suffer from spatial resolution degradation due to a smaller number of color pixels than in RGB CFAs. Therefore, even though the reconstructed colors have higher sensitivity, which results in larger Color Peak Signal-to-Noise Ratio (CPSNR) values, there are some color aliasing artifacts due to a low resolution. In this paper, we propose a rank minimization-based color interpolation method with a colorization constraint for the RGBW format with a large number ofWpixels. The rank minimization can achieve a broad interpolation and preserve the structure in the image, and it thereby eliminates the color artifacts. However, the colors fade from this global process. Therefore, we further incorporate a colorization constraint into the rank minimization process for the better reproduction of the colors. The experimental results show that the images can be reconstructed well, even from noisy pattern images obtained under low-light conditions. |
format | Online Article Text |
id | pubmed-7472487 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-74724872020-09-17 Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint Kim, Hansol Lee, Sukho Kang, Moon Gi Sensors (Basel) Article Recently, the white (w) channel has been incorporated in various forms into color filter arrays (CFAs). The advantage of using theWchannel is thatWpixels have less noise than red (R), green (G), or blue (B) (RGB) pixels; therefore, under low-light conditions, pixels with high fidelity can be obtained. However, RGBW CFAs normally suffer from spatial resolution degradation due to a smaller number of color pixels than in RGB CFAs. Therefore, even though the reconstructed colors have higher sensitivity, which results in larger Color Peak Signal-to-Noise Ratio (CPSNR) values, there are some color aliasing artifacts due to a low resolution. In this paper, we propose a rank minimization-based color interpolation method with a colorization constraint for the RGBW format with a large number ofWpixels. The rank minimization can achieve a broad interpolation and preserve the structure in the image, and it thereby eliminates the color artifacts. However, the colors fade from this global process. Therefore, we further incorporate a colorization constraint into the rank minimization process for the better reproduction of the colors. The experimental results show that the images can be reconstructed well, even from noisy pattern images obtained under low-light conditions. MDPI 2020-08-10 /pmc/articles/PMC7472487/ /pubmed/32785041 http://dx.doi.org/10.3390/s20164458 Text en © 2020 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 Kim, Hansol Lee, Sukho Kang, Moon Gi Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title | Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title_full | Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title_fullStr | Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title_full_unstemmed | Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title_short | Demosaicing of RGBW Color Filter Array Based on Rank Minimization with Colorization Constraint |
title_sort | demosaicing of rgbw color filter array based on rank minimization with colorization constraint |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7472487/ https://www.ncbi.nlm.nih.gov/pubmed/32785041 http://dx.doi.org/10.3390/s20164458 |
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