Polyscale gradients residual demosaicking

Image acquisition through a single-sensor camera captures only a fraction of the image data renowned as the raw image. It uses the colour filter array to acquire only a single colour channel in each pixel location. The reconstruction of the so called raw image into a full colour image is known as de...

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Main Authors: Bo Xu, Xiaoyu Wang, Jiao Zhang, Asghar A. Razzaqi
Format: Article
Language:English
Published: Springer 2021-03-01
Series:Journal of King Saud University: Computer and Information Sciences
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Online Access:http://www.sciencedirect.com/science/article/pii/S1319157817305554
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author Bo Xu
Xiaoyu Wang
Jiao Zhang
Asghar A. Razzaqi
author_facet Bo Xu
Xiaoyu Wang
Jiao Zhang
Asghar A. Razzaqi
author_sort Bo Xu
collection DOAJ
description Image acquisition through a single-sensor camera captures only a fraction of the image data renowned as the raw image. It uses the colour filter array to acquire only a single colour channel in each pixel location. The reconstruction of the so called raw image into a full colour image is known as demosaicking or interpolation. Demosaicking is a significant process in the imaging pipeline. It implicates the reconstruction of the missing two colour channels from an incomplete image obtained from a single-sensor digital camera. This paper proposes a new approach of combining polyscale gradients algorithm and residual demosaicking. The first phase utilizes the gradients at different scales and residual demosaicking (RD) involves subtraction of the pragmatic and the provisional pixel values in the residual province takes place in the second phase. The experimental results show that the proposed demosaicking algorithm outperforms the conventional demosaicking algorithms for the Kodak and McMaster (McM) dataset.
format Article
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institution Kabale University
issn 1319-1578
language English
publishDate 2021-03-01
publisher Springer
record_format Article
series Journal of King Saud University: Computer and Information Sciences
spelling doaj-art-696eb4db05354154a48d7e2f2a7382622025-08-20T03:49:08ZengSpringerJournal of King Saud University: Computer and Information Sciences1319-15782021-03-0133334035010.1016/j.jksuci.2018.02.014Polyscale gradients residual demosaickingBo Xu0Xiaoyu Wang1Jiao Zhang2Asghar A. Razzaqi3Department of Automation, Harbin Engineering University, Harbin 150001, ChinaDepartment of Automation, Harbin Engineering University, Harbin 150001, China; Corresponding author. Tel.: +86 157 7450 1482.Department of Automation, Harbin Engineering University, Harbin 150001, ChinaDepartment of Automation, Harbin Engineering University, Harbin 150001, ChinaImage acquisition through a single-sensor camera captures only a fraction of the image data renowned as the raw image. It uses the colour filter array to acquire only a single colour channel in each pixel location. The reconstruction of the so called raw image into a full colour image is known as demosaicking or interpolation. Demosaicking is a significant process in the imaging pipeline. It implicates the reconstruction of the missing two colour channels from an incomplete image obtained from a single-sensor digital camera. This paper proposes a new approach of combining polyscale gradients algorithm and residual demosaicking. The first phase utilizes the gradients at different scales and residual demosaicking (RD) involves subtraction of the pragmatic and the provisional pixel values in the residual province takes place in the second phase. The experimental results show that the proposed demosaicking algorithm outperforms the conventional demosaicking algorithms for the Kodak and McMaster (McM) dataset.http://www.sciencedirect.com/science/article/pii/S1319157817305554Bayer colour filter arrayPolyscale gradientsResidual demosaicking
spellingShingle Bo Xu
Xiaoyu Wang
Jiao Zhang
Asghar A. Razzaqi
Polyscale gradients residual demosaicking
Journal of King Saud University: Computer and Information Sciences
Bayer colour filter array
Polyscale gradients
Residual demosaicking
title Polyscale gradients residual demosaicking
title_full Polyscale gradients residual demosaicking
title_fullStr Polyscale gradients residual demosaicking
title_full_unstemmed Polyscale gradients residual demosaicking
title_short Polyscale gradients residual demosaicking
title_sort polyscale gradients residual demosaicking
topic Bayer colour filter array
Polyscale gradients
Residual demosaicking
url http://www.sciencedirect.com/science/article/pii/S1319157817305554
work_keys_str_mv AT boxu polyscalegradientsresidualdemosaicking
AT xiaoyuwang polyscalegradientsresidualdemosaicking
AT jiaozhang polyscalegradientsresidualdemosaicking
AT asghararazzaqi polyscalegradientsresidualdemosaicking