视网膜微动脉瘤检测的形态学方法

P. Manohar, Vipula Singh
{"title":"视网膜微动脉瘤检测的形态学方法","authors":"P. Manohar, Vipula Singh","doi":"10.1109/ICAECC.2018.8479500","DOIUrl":null,"url":null,"abstract":"Diabetic Retinopathy is an end-stage micro vascular complication of Diabetes where the retina is impaired as a result of fluids exuding out of blood pathways into the retina. Image analysis and computer vision techniques are employed to identify different Iesions associated with Diabetic Retinopathy. The existence of microaneurysms in the retina is the primal visible sign of Diabetic Retinopathy. Early automated microaneurysm detection can help detect the onset of Diabetic Retinopathy. The number of microaneurysms are counted for automatic ranking of the severity of the malady. In this paper, we have investigated morphological methods for the automatic detection of microaneurysms from digital color images of the retina. Retinal characteristic components such as vessels or optic disc and exudate Iesions which may cause false detection are also detected. Using a ground truth, from a DIARETBI database, microanurysms were detected with 80.41% sensitivity and 92.79% specificity.","PeriodicalId":106991,"journal":{"name":"2018 Second International Conference on Advances in Electronics, Computers and Communications (ICAECC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Morphological approach for Retinal Microaneurysm detection\",\"authors\":\"P. Manohar, Vipula Singh\",\"doi\":\"10.1109/ICAECC.2018.8479500\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Diabetic Retinopathy is an end-stage micro vascular complication of Diabetes where the retina is impaired as a result of fluids exuding out of blood pathways into the retina. Image analysis and computer vision techniques are employed to identify different Iesions associated with Diabetic Retinopathy. The existence of microaneurysms in the retina is the primal visible sign of Diabetic Retinopathy. Early automated microaneurysm detection can help detect the onset of Diabetic Retinopathy. The number of microaneurysms are counted for automatic ranking of the severity of the malady. In this paper, we have investigated morphological methods for the automatic detection of microaneurysms from digital color images of the retina. Retinal characteristic components such as vessels or optic disc and exudate Iesions which may cause false detection are also detected. Using a ground truth, from a DIARETBI database, microanurysms were detected with 80.41% sensitivity and 92.79% specificity.\",\"PeriodicalId\":106991,\"journal\":{\"name\":\"2018 Second International Conference on Advances in Electronics, Computers and Communications (ICAECC)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 Second International Conference on Advances in Electronics, Computers and Communications (ICAECC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICAECC.2018.8479500\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 Second International Conference on Advances in Electronics, Computers and Communications (ICAECC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICAECC.2018.8479500","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

摘要

糖尿病视网膜病变是糖尿病的终末期微血管并发症,由于血液途径渗出的液体进入视网膜,导致视网膜受损。采用图像分析和计算机视觉技术来识别与糖尿病视网膜病变相关的不同病变。视网膜微动脉瘤的存在是糖尿病视网膜病变的原始可见征象。早期自动微动脉瘤检测有助于发现糖尿病视网膜病变的发病。微动脉瘤的数量会被计算出来,以自动对疾病的严重程度进行排序。在本文中,我们研究了从视网膜数字彩色图像中自动检测微动脉瘤的形态学方法。视网膜的特征成分,如血管或视盘和渗出物病变,可能导致错误的检测也被检测。根据DIARETBI数据库的基本事实,微动脉瘤的检测灵敏度为80.41%,特异性为92.79%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Morphological approach for Retinal Microaneurysm detection
Diabetic Retinopathy is an end-stage micro vascular complication of Diabetes where the retina is impaired as a result of fluids exuding out of blood pathways into the retina. Image analysis and computer vision techniques are employed to identify different Iesions associated with Diabetic Retinopathy. The existence of microaneurysms in the retina is the primal visible sign of Diabetic Retinopathy. Early automated microaneurysm detection can help detect the onset of Diabetic Retinopathy. The number of microaneurysms are counted for automatic ranking of the severity of the malady. In this paper, we have investigated morphological methods for the automatic detection of microaneurysms from digital color images of the retina. Retinal characteristic components such as vessels or optic disc and exudate Iesions which may cause false detection are also detected. Using a ground truth, from a DIARETBI database, microanurysms were detected with 80.41% sensitivity and 92.79% specificity.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信