An Automatic System to Detect Exudates in Mobile-Phone Fundus Images for DR Pre-screening

被引:0
|
作者
Kalpiyapan, Varithdhorn [1 ]
Aimmanee, Pakinee [1 ]
Makbanov, Stanislav [1 ]
Wongsakittirak, Sakchai [2 ]
Kamchanaran, Navapol [2 ]
机构
[1] Thammasat Univ, Sirindhorn Int Inst Technol SIIT, Sch Informat Comp & Commun Technol, 131 Moo 5,Tiwanont Rd, Muang 12000, Pathumthani, Thailand
[2] Thammasat Univ, Fac Med, 95 Moo 8 Paholyothin Rd, Klongluang, Patumthani, Thailand
关键词
Diabetic retinopathy; mobile-phone fundus images; DIABETIC-RETINOPATHY;
D O I
暂无
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 (DR) is an eye disease blamed to be a major cause of vision loss. However, this worst outcome is preventable if a patient is detected at the early stage. In this work, we make a system that detects an exudate which is one of abnormality signs of DR. The system is designed to work specifically on retinal images obtained from a mobile-phone with a portable retinal lens. Our system can achieve a true positive rate and accuracy are up to 96% and 82%, respectively. High accuracy, quick processing, portabililty, ease of use, and economy are main advantages of this system that are potentially accelerate pre-screening rate.
引用
收藏
页码:105 / 110
页数:6
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