Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wang, Chengliang, Luo, Zhuo, Liu, Xiaoqi, Bai, Jianying, Liao, Guobin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
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
_version_ 1783301876281769984
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
work_keys_str_mv AT wangchengliang organicboundarylocationbasedoncolortextureofvisualperceptioninwirelesscapsuleendoscopyvideo
AT luozhuo organicboundarylocationbasedoncolortextureofvisualperceptioninwirelesscapsuleendoscopyvideo
AT liuxiaoqi organicboundarylocationbasedoncolortextureofvisualperceptioninwirelesscapsuleendoscopyvideo
AT baijianying organicboundarylocationbasedoncolortextureofvisualperceptioninwirelesscapsuleendoscopyvideo
AT liaoguobin organicboundarylocationbasedoncolortextureofvisualperceptioninwirelesscapsuleendoscopyvideo