Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images

Wireless capsule endoscopy (WCE) is useful to detect abnormal area in human digestive tract. However, many WCE images have low quality such as rather dark and noisy. Smoothing is an effective way to removing noise and to enhance the images. However, smoothing has a drawback since it can damage the i...

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Main Authors: Shahril, Rosdiana, Baharun, Sabariah, Islam, A. K. M. Muzahidul, Komaki, Shozo
格式: Article
出版: IEEE Computer Society 2014
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在線閱讀:http://eprints.utm.my/id/eprint/51867/
http://dx.doi.org/10.1109/ICIEV.2014.6850830
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spelling my.utm.518672018-10-31T12:39:18Z http://eprints.utm.my/id/eprint/51867/ Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images Shahril, Rosdiana Baharun, Sabariah Islam, A. K. M. Muzahidul Komaki, Shozo T Technology Wireless capsule endoscopy (WCE) is useful to detect abnormal area in human digestive tract. However, many WCE images have low quality such as rather dark and noisy. Smoothing is an effective way to removing noise and to enhance the images. However, smoothing has a drawback since it can damage the image features. Studies had shown that anisotropic diffusion is a technique used to reduce image noise without removing image features such as edges, lines, textures or other details. These significant parts of the image content are important for the interpretation of the image. To further enhance WCE images, contrast diffusion is used by using Hessian matrix. The original method proposed by B. Li has weakness where it degrades the quality of image when number of iteration goes up. To overcome this problem, standard variance and Gaussian filter is employed in our proposed scheme. Experimental and comparative results of the proposed method are presented in this paper IEEE Computer Society 2014 Article PeerReviewed Shahril, Rosdiana and Baharun, Sabariah and Islam, A. K. M. Muzahidul and Komaki, Shozo (2014) Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images. 2014 International Conference on Informatics, Electronics and Vision, ICIEV 2014 . http://dx.doi.org/10.1109/ICIEV.2014.6850830
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology
spellingShingle T Technology
Shahril, Rosdiana
Baharun, Sabariah
Islam, A. K. M. Muzahidul
Komaki, Shozo
Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
description Wireless capsule endoscopy (WCE) is useful to detect abnormal area in human digestive tract. However, many WCE images have low quality such as rather dark and noisy. Smoothing is an effective way to removing noise and to enhance the images. However, smoothing has a drawback since it can damage the image features. Studies had shown that anisotropic diffusion is a technique used to reduce image noise without removing image features such as edges, lines, textures or other details. These significant parts of the image content are important for the interpretation of the image. To further enhance WCE images, contrast diffusion is used by using Hessian matrix. The original method proposed by B. Li has weakness where it degrades the quality of image when number of iteration goes up. To overcome this problem, standard variance and Gaussian filter is employed in our proposed scheme. Experimental and comparative results of the proposed method are presented in this paper
format Article
author Shahril, Rosdiana
Baharun, Sabariah
Islam, A. K. M. Muzahidul
Komaki, Shozo
author_facet Shahril, Rosdiana
Baharun, Sabariah
Islam, A. K. M. Muzahidul
Komaki, Shozo
author_sort Shahril, Rosdiana
title Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
title_short Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
title_full Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
title_fullStr Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
title_full_unstemmed Anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
title_sort anisotropic contrast diffusion enhancement using variance for wireless capsule endoscopy images
publisher IEEE Computer Society
publishDate 2014
url http://eprints.utm.my/id/eprint/51867/
http://dx.doi.org/10.1109/ICIEV.2014.6850830
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score 13.149126