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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...

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Autores principales: Aelterman, Jan, Goossens, Bart, De Vylder, Jonas, Pižurica, Aleksandra, Philips, Wilfried
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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