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: Jan Aelterman, Bart Goossens, Jonas De Vylder, Aleksandra Pižurica, Wilfried Philips
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Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2013
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Acceso en línea:https://doaj.org/article/e1b49ef5a102438e824bc60aa558e3e0
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spelling oai:doaj.org-article:e1b49ef5a102438e824bc60aa558e3e02021-11-18T07:46:53ZComputationally efficient locally adaptive demosaicing of color filter array images using the dual-tree complex wavelet packet transform.1932-620310.1371/journal.pone.0061846https://doaj.org/article/e1b49ef5a102438e824bc60aa558e3e02013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23671575/?tool=EBIhttps://doaj.org/toc/1932-6203Most 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.Jan AeltermanBart GoossensJonas De VylderAleksandra PižuricaWilfried PhilipsPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 5, p e61846 (2013)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Jan Aelterman
Bart Goossens
Jonas De Vylder
Aleksandra Pižurica
Wilfried Philips
Computationally efficient locally adaptive demosaicing of color filter array images using the dual-tree complex wavelet packet transform.
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 article
author Jan Aelterman
Bart Goossens
Jonas De Vylder
Aleksandra Pižurica
Wilfried Philips
author_facet Jan Aelterman
Bart Goossens
Jonas De Vylder
Aleksandra Pižurica
Wilfried Philips
author_sort Jan Aelterman
title 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_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_sort computationally efficient locally adaptive demosaicing of color filter array images using the dual-tree complex wavelet packet transform.
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doaj.org/article/e1b49ef5a102438e824bc60aa558e3e0
work_keys_str_mv AT janaelterman computationallyefficientlocallyadaptivedemosaicingofcolorfilterarrayimagesusingthedualtreecomplexwaveletpackettransform
AT bartgoossens computationallyefficientlocallyadaptivedemosaicingofcolorfilterarrayimagesusingthedualtreecomplexwaveletpackettransform
AT jonasdevylder computationallyefficientlocallyadaptivedemosaicingofcolorfilterarrayimagesusingthedualtreecomplexwaveletpackettransform
AT aleksandrapizurica computationallyefficientlocallyadaptivedemosaicingofcolorfilterarrayimagesusingthedualtreecomplexwaveletpackettransform
AT wilfriedphilips computationallyefficientlocallyadaptivedemosaicingofcolorfilterarrayimagesusingthedualtreecomplexwaveletpackettransform
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