Automated Localization of Optic Disk, Detection of Microaneurysms and Extraction of Blood Vessels to Bypass Angiography

被引:8
作者
Manjiri, Patwari [1 ]
Ramesh, Manza [2 ]
Yogesh, Rajput [2 ]
Manoj, Saswade [3 ]
Neha, Deshpande [4 ]
机构
[1] Vivekanand Coll, IMSIT, Aurangabad, Maharashtra, India
[2] Dr BAMU, Dept CS & IT, Arunagabad, Maharashtra, India
[3] Saswade Eye Clin, Arunagabad, Maharashtra, India
[4] Guruprasad Netra Rugnalaya, Arunagabad, Maharashtra, India
来源
PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON FRONTIERS OF INTELLIGENT COMPUTING: THEORY AND APPLICATIONS (FICTA) 2014, VOL 1 | 2015年 / 327卷
关键词
DR; OD; Lesions;
D O I
10.1007/978-3-319-11933-5_65
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Diabetic Retinopathy is considered as a root cause of vision loss for diabetic patients. For Diabetic patients, regular check-up and screening is required. At times lesions are not visible through fundus image, Dr. Recommends angiography. However Angiography is not advisable in certain conditions like if patient is of very old age, if patient is a pregnant woman, if patient is a child, if patient has some critical disease or if patient has undergone some major surgery. In this paper we propose a system Automated Diabetic Retinopathy Detection System (ADRDS) through which fundus image will be processed in such a way that it will have the similar quality to that of angiogram where lesions are clearly visible. It will also identify the Optic Disk (OD) and extract blood vessels because pattern of these blood vessels near optic disc region plays an important role in diagnosis for eye disease. We have passed 100 images in the system collected from Dr. Manoj Saswade and Dr. Neha Deshpande and got true positive rate of 100%, false positive rate of 3%, and accuracy score is 0.9902.
引用
收藏
页码:579 / 587
页数:9
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