The detections of retinopathy symptoms and tractional retinal detachment

Since the symptoms of the diabetic retinopathy, macular degeneration, and many other eye diseases are often associated with the bright spots, dark spots, and vascular abnormalities in retinal images, this study proposes a retinopathy image segmentation (system) to extract the bright spots, dark spot...

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Main Authors: Yi-Wen Hung, Ming-Yuan Hsieh, Ching-Lin Wang, Shyr-Shen Yu, Yung-Kuan Chan, Meng-Feng Tsai, Jui-Ming Chen, Kwong-Chung Tung
Format: Article
Language:English
Published: SAGE Publishing 2016-01-01
Series:Advances in Mechanical Engineering
Online Access:https://doi.org/10.1177/1687814015624332
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spelling doaj-f7f80393c11d4088a5d91380baca49632020-11-25T03:32:32ZengSAGE PublishingAdvances in Mechanical Engineering1687-81402016-01-01810.1177/168781401562433210.1177_1687814015624332The detections of retinopathy symptoms and tractional retinal detachmentYi-Wen Hung0Ming-Yuan Hsieh1Ching-Lin Wang2Shyr-Shen Yu3Yung-Kuan Chan4Meng-Feng Tsai5Jui-Ming Chen6Kwong-Chung Tung7Department of Education and Research, Taichung Veterans General Hospital, Taichung, TaiwanDepartment of International Business, National Taichung University of Education, Taichung, TaiwanDepartment of Information Management, National Chin-Yi University of Technology, Taichung, TaiwanDepartment of Computer Science and Engineering, National Chung Hsing University, Taichung, TaiwanDepartment of Management Information Systems, National Chung Hsing University, Taichung, TaiwanDepartment of Computer Science and Engineering, National Chung Hsing University, Taichung, TaiwanDepartment of Endocrinology and Metabolism, Tungs’ Taichung MetroHarbor Hospital, Taichung, TaiwanDepartment of Veterinary Medicine, National Chung Hsing University, Taichung, TaiwanSince the symptoms of the diabetic retinopathy, macular degeneration, and many other eye diseases are often associated with the bright spots, dark spots, and vascular abnormalities in retinal images, this study proposes a retinopathy image segmentation (system) to extract the bright spots, dark spots, and blood vessels from retinal images. Moreover, since a high proportion of diabetic patients suffer from the diabetic retinopathy with the most severe one to be the retinal detachment, the retinal image-based tractional retinal detachment diagnosis system is proposed, as well. Two genetic-based parameter detectors are given to provide the most appropriate values for the parameters used by the retinopathy image segmentation system and the tractional retinal detachment diagnosis system. The experimental results illustrate that the retinopathy image segmentation system and the tractional retinal detachment diagnosis system can provide expressive results in segmenting bright spots, dark spots, blood vessels, and in diagnosing tractional retinal detachment. Both systems are helpful for the ophthalmologists in diagnosing eye diseases.https://doi.org/10.1177/1687814015624332
collection DOAJ
language English
format Article
sources DOAJ
author Yi-Wen Hung
Ming-Yuan Hsieh
Ching-Lin Wang
Shyr-Shen Yu
Yung-Kuan Chan
Meng-Feng Tsai
Jui-Ming Chen
Kwong-Chung Tung
spellingShingle Yi-Wen Hung
Ming-Yuan Hsieh
Ching-Lin Wang
Shyr-Shen Yu
Yung-Kuan Chan
Meng-Feng Tsai
Jui-Ming Chen
Kwong-Chung Tung
The detections of retinopathy symptoms and tractional retinal detachment
Advances in Mechanical Engineering
author_facet Yi-Wen Hung
Ming-Yuan Hsieh
Ching-Lin Wang
Shyr-Shen Yu
Yung-Kuan Chan
Meng-Feng Tsai
Jui-Ming Chen
Kwong-Chung Tung
author_sort Yi-Wen Hung
title The detections of retinopathy symptoms and tractional retinal detachment
title_short The detections of retinopathy symptoms and tractional retinal detachment
title_full The detections of retinopathy symptoms and tractional retinal detachment
title_fullStr The detections of retinopathy symptoms and tractional retinal detachment
title_full_unstemmed The detections of retinopathy symptoms and tractional retinal detachment
title_sort detections of retinopathy symptoms and tractional retinal detachment
publisher SAGE Publishing
series Advances in Mechanical Engineering
issn 1687-8140
publishDate 2016-01-01
description Since the symptoms of the diabetic retinopathy, macular degeneration, and many other eye diseases are often associated with the bright spots, dark spots, and vascular abnormalities in retinal images, this study proposes a retinopathy image segmentation (system) to extract the bright spots, dark spots, and blood vessels from retinal images. Moreover, since a high proportion of diabetic patients suffer from the diabetic retinopathy with the most severe one to be the retinal detachment, the retinal image-based tractional retinal detachment diagnosis system is proposed, as well. Two genetic-based parameter detectors are given to provide the most appropriate values for the parameters used by the retinopathy image segmentation system and the tractional retinal detachment diagnosis system. The experimental results illustrate that the retinopathy image segmentation system and the tractional retinal detachment diagnosis system can provide expressive results in segmenting bright spots, dark spots, blood vessels, and in diagnosing tractional retinal detachment. Both systems are helpful for the ophthalmologists in diagnosing eye diseases.
url https://doi.org/10.1177/1687814015624332
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