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Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video
This paper addresses the problem of automatically locating the boundary between the stomach and the small intestine (the pylorus) in wireless capsule endoscopy (WCE) video. For efficient image segmentation, the color-saliency region detection (CSD) method is developed for obtaining the potentially v...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5823416/ https://www.ncbi.nlm.nih.gov/pubmed/29599946 http://dx.doi.org/10.1155/2018/3090341 |
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author | Wang, Chengliang Luo, Zhuo Liu, Xiaoqi Bai, Jianying Liao, Guobin |
author_facet | Wang, Chengliang Luo, Zhuo Liu, Xiaoqi Bai, Jianying Liao, Guobin |
author_sort | Wang, Chengliang |
collection | PubMed |
description | This paper addresses the problem of automatically locating the boundary between the stomach and the small intestine (the pylorus) in wireless capsule endoscopy (WCE) video. For efficient image segmentation, the color-saliency region detection (CSD) method is developed for obtaining the potentially valid region of the frame (VROF). To improve the accuracy of locating the pylorus, we design the Monitor-Judge model. On the one hand, the color-texture fusion feature of visual perception (CTVP) is constructed by grey level cooccurrence matrix (GLCM) feature from the maximum moments of the phase congruency covariance and hue-saturation histogram feature in HSI color space. On the other hand, support vector machine (SVM) classifier with the CTVP feature is utilized to locate the pylorus. The experimental results on 30 real WCE videos demonstrate that the proposed location method outperforms the related valuable techniques. |
format | Online Article Text |
id | pubmed-5823416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-58234162018-03-29 Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video Wang, Chengliang Luo, Zhuo Liu, Xiaoqi Bai, Jianying Liao, Guobin J Healthc Eng Research Article This paper addresses the problem of automatically locating the boundary between the stomach and the small intestine (the pylorus) in wireless capsule endoscopy (WCE) video. For efficient image segmentation, the color-saliency region detection (CSD) method is developed for obtaining the potentially valid region of the frame (VROF). To improve the accuracy of locating the pylorus, we design the Monitor-Judge model. On the one hand, the color-texture fusion feature of visual perception (CTVP) is constructed by grey level cooccurrence matrix (GLCM) feature from the maximum moments of the phase congruency covariance and hue-saturation histogram feature in HSI color space. On the other hand, support vector machine (SVM) classifier with the CTVP feature is utilized to locate the pylorus. The experimental results on 30 real WCE videos demonstrate that the proposed location method outperforms the related valuable techniques. Hindawi 2018-01-10 /pmc/articles/PMC5823416/ /pubmed/29599946 http://dx.doi.org/10.1155/2018/3090341 Text en Copyright © 2018 Chengliang Wang et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Wang, Chengliang Luo, Zhuo Liu, Xiaoqi Bai, Jianying Liao, Guobin Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title | Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title_full | Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title_fullStr | Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title_full_unstemmed | Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title_short | Organic Boundary Location Based on Color-Texture of Visual Perception in Wireless Capsule Endoscopy Video |
title_sort | organic boundary location based on color-texture of visual perception in wireless capsule endoscopy video |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5823416/ https://www.ncbi.nlm.nih.gov/pubmed/29599946 http://dx.doi.org/10.1155/2018/3090341 |
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