Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement

The domain of underwater imaging is riddled with multifarious challenges, such as light attenuation, scattering, and color distortion, which can have a detrimental impact on the quality of images. In order to address these challenges, the Generalized Color Compensation (GCC) technique has been intro...

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Main Authors: Danny Ngo Lung Yao, Abdullah Bade, Iznora Aini Zolkifly, Paridah Daud
Format: Article
Language:English
English
Published: Universiti Putra Malaysia Press 2023
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/41834/1/ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/41834/2/FULL%20TEXT.pdf
https://eprints.ums.edu.my/id/eprint/41834/
https://doi.org/10.47836/pjst.32.1.24
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spelling my.ums.eprints.418342024-11-11T01:06:20Z https://eprints.ums.edu.my/id/eprint/41834/ Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement Danny Ngo Lung Yao Abdullah Bade Iznora Aini Zolkifly Paridah Daud TR1-1050 Photography TR287-500 Photographic processing. Darkroom technique The domain of underwater imaging is riddled with multifarious challenges, such as light attenuation, scattering, and color distortion, which can have a detrimental impact on the quality of images. In order to address these challenges, the Generalized Color Compensation (GCC) technique has been introduced, which utilizes color compensation and color mean adjustment to rectify color cast while integrating contrast enhancement via the Contrast Limited Adaptive Histogram Equalization (CLAHE). Nevertheless, the performance of GCC is limited due to the production of bright and smooth images. To overcome this challenge, we have introduced the improved GCC approach, which employs color compensation and color mean adjustment to rectify color cast. Subsequently, a contrast-enhanced image is generated through CLAHE to improve image contrast, while the detail-enhanced image is produced via a cumulative distribution function. Furthermore, image fusion between the detail-enhanced and contrast-enhanced images yields a superior-quality image. Our experimental results demonstrate the effectiveness of our proposed technique in improving the visual quality of underwater images. Objective metrics such as Underwater Image Quality Measure (UIQM) demonstrate that our technique surpasses GCC in terms of image sharpness, colorfulness, and contrast. Universiti Putra Malaysia Press 2023 Article NonPeerReviewed text en https://eprints.ums.edu.my/id/eprint/41834/1/ABSTRACT.pdf text en https://eprints.ums.edu.my/id/eprint/41834/2/FULL%20TEXT.pdf Danny Ngo Lung Yao and Abdullah Bade and Iznora Aini Zolkifly and Paridah Daud (2023) Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement. Pertanika Journal of Science and Technology, 32 (1). pp. 1-10. ISSN 0128-7680 https://doi.org/10.47836/pjst.32.1.24
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
English
topic TR1-1050 Photography
TR287-500 Photographic processing. Darkroom technique
spellingShingle TR1-1050 Photography
TR287-500 Photographic processing. Darkroom technique
Danny Ngo Lung Yao
Abdullah Bade
Iznora Aini Zolkifly
Paridah Daud
Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
description The domain of underwater imaging is riddled with multifarious challenges, such as light attenuation, scattering, and color distortion, which can have a detrimental impact on the quality of images. In order to address these challenges, the Generalized Color Compensation (GCC) technique has been introduced, which utilizes color compensation and color mean adjustment to rectify color cast while integrating contrast enhancement via the Contrast Limited Adaptive Histogram Equalization (CLAHE). Nevertheless, the performance of GCC is limited due to the production of bright and smooth images. To overcome this challenge, we have introduced the improved GCC approach, which employs color compensation and color mean adjustment to rectify color cast. Subsequently, a contrast-enhanced image is generated through CLAHE to improve image contrast, while the detail-enhanced image is produced via a cumulative distribution function. Furthermore, image fusion between the detail-enhanced and contrast-enhanced images yields a superior-quality image. Our experimental results demonstrate the effectiveness of our proposed technique in improving the visual quality of underwater images. Objective metrics such as Underwater Image Quality Measure (UIQM) demonstrate that our technique surpasses GCC in terms of image sharpness, colorfulness, and contrast.
format Article
author Danny Ngo Lung Yao
Abdullah Bade
Iznora Aini Zolkifly
Paridah Daud
author_facet Danny Ngo Lung Yao
Abdullah Bade
Iznora Aini Zolkifly
Paridah Daud
author_sort Danny Ngo Lung Yao
title Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
title_short Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
title_full Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
title_fullStr Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
title_full_unstemmed Improved GCC technique: a comprehensive approach to color cast rectification and image enhancement
title_sort improved gcc technique: a comprehensive approach to color cast rectification and image enhancement
publisher Universiti Putra Malaysia Press
publishDate 2023
url https://eprints.ums.edu.my/id/eprint/41834/1/ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/41834/2/FULL%20TEXT.pdf
https://eprints.ums.edu.my/id/eprint/41834/
https://doi.org/10.47836/pjst.32.1.24
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score 13.214268