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Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform
Most digital cameras use an array of alternating color filters to capture the varied colors in a scene with a single sensor chip. Reconstruction of a full color image from such a color mosaic is what constitutes demosaicing. In this paper, a technique is proposed that performs this demosaicing in a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3643977/ https://www.ncbi.nlm.nih.gov/pubmed/23671575 http://dx.doi.org/10.1371/journal.pone.0061846 |
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author | Aelterman, Jan Goossens, Bart De Vylder, Jonas Pižurica, Aleksandra Philips, Wilfried |
author_facet | Aelterman, Jan Goossens, Bart De Vylder, Jonas Pižurica, Aleksandra Philips, Wilfried |
author_sort | Aelterman, Jan |
collection | PubMed |
description | Most digital cameras use an array of alternating color filters to capture the varied colors in a scene with a single sensor chip. Reconstruction of a full color image from such a color mosaic is what constitutes demosaicing. In this paper, a technique is proposed that performs this demosaicing in a way that incurs a very low computational cost. This is done through a (dual-tree complex) wavelet interpretation of the demosaicing problem. By using a novel locally adaptive approach for demosaicing (complex) wavelet coefficients, we show that many of the common demosaicing artifacts can be avoided in an efficient way. Results demonstrate that the proposed method is competitive with respect to the current state of the art, but incurs a lower computational cost. The wavelet approach also allows for computationally effective denoising or deblurring approaches. |
format | Online Article Text |
id | pubmed-3643977 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36439772013-05-13 Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform Aelterman, Jan Goossens, Bart De Vylder, Jonas Pižurica, Aleksandra Philips, Wilfried PLoS One Research Article Most digital cameras use an array of alternating color filters to capture the varied colors in a scene with a single sensor chip. Reconstruction of a full color image from such a color mosaic is what constitutes demosaicing. In this paper, a technique is proposed that performs this demosaicing in a way that incurs a very low computational cost. This is done through a (dual-tree complex) wavelet interpretation of the demosaicing problem. By using a novel locally adaptive approach for demosaicing (complex) wavelet coefficients, we show that many of the common demosaicing artifacts can be avoided in an efficient way. Results demonstrate that the proposed method is competitive with respect to the current state of the art, but incurs a lower computational cost. The wavelet approach also allows for computationally effective denoising or deblurring approaches. Public Library of Science 2013-05-03 /pmc/articles/PMC3643977/ /pubmed/23671575 http://dx.doi.org/10.1371/journal.pone.0061846 Text en © 2013 Aelterman et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Aelterman, Jan Goossens, Bart De Vylder, Jonas Pižurica, Aleksandra Philips, Wilfried Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title | Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title_full | Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title_fullStr | Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title_full_unstemmed | Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title_short | Computationally Efficient Locally Adaptive Demosaicing of Color Filter Array Images Using the Dual-Tree Complex Wavelet Packet Transform |
title_sort | computationally efficient locally adaptive demosaicing of color filter array images using the dual-tree complex wavelet packet transform |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3643977/ https://www.ncbi.nlm.nih.gov/pubmed/23671575 http://dx.doi.org/10.1371/journal.pone.0061846 |
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