Computerized Systems for Cataract Grading

被引:0
作者
Li, Huiqi [1 ]
Lim, Joo Hwee [1 ]
Liu, Jiang [1 ]
Wong, Damon Wing Kee [1 ]
Tan, Ngan Meng [1 ]
Lu, Shijian [1 ]
Zhang, Zhuo [1 ]
Wong, Tien Yin [2 ]
机构
[1] ASTAR, Inst Infocomm Res, Singapore, Singapore
[2] Singapore Eye Res Inst, Singapore, Singapore
来源
PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS, VOLS 1-4 | 2009年
关键词
automatic diagnosis; nuclear cataract; cortical cataract; EYE DISEASES; CLASSIFICATION; POPULATION; SINGAPORE; NUCLEAR;
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
Cataract is the leading cause of blindness worldwide. Two automatic grading systems are presented in this paper for nuclear cataract and cortical cataract diagnosis respectively. Model-based approach was applied to detect anatomical structure in slit-lamp images. Features were extracted based on the lens structure and severity of nuclear cataract was predicted using Support Vector Machines (SVM) regression. For cortical cataract, the opacity was detected using region growing. The seeds were selected by local thresholding and edge detection in radial direction. Cortical cataract was graded based on the area of cortical opacity. Both of the systems were tested by clinical data and results show that the automatic systems can provide objective grading of cataracts.
引用
收藏
页码:167 / +
页数:2
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