Computer Aided Screening of Retinopathy of Prematurity- A Multiscale Gabor Filter Approach

被引:0
作者
Sivakumar, R. [1 ]
Eldho, Manu [2 ]
Jiji, C., V [2 ]
Vinekar, Anand [3 ,4 ]
John, Renu [1 ]
机构
[1] Indian Inst Technol, Dept Biomed Engn, Hyderabad, Telangana, India
[2] Coll Engn, ECE Dept, Trivandrum, Kerala, India
[3] Narayana Nethralaya Eye Hosp, Dept Pediat, Bangalore, Karnataka, India
[4] Narayana Nethralaya Eye Hosp, Tele ROP Serv, Bangalore, Karnataka, India
来源
2016 SIXTH INTERNATIONAL SYMPOSIUM ON EMBEDDED COMPUTING AND SYSTEM DESIGN (ISED 2016) | 2016年
关键词
retinopathy of prematurity; plus disease; Gabor filters; tortuosity; PLUS DISEASE; VESSEL WIDTH; TORTUOSITY; CLASSIFICATION; AGREEMENT; DIAGNOSIS; RETINEX;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Non invasive imaging of retina offers easy evaluation and early diagnosis of various systemic diseases like diabetic retinopathy, arteriosclerosis, hypertension and retinopathy of prematurity (ROP). Treatment of ROP, one of the leading causes of childhood blindness is warranted based on the diagnosis of Plus disease which is characterized by high degree of tortuosity and large vessel width for blood vessels in the retina. Here we present a semi-automated computer based method for the screening of Plus disease. This method uses multiscale Gabor filters for the detection of retinal blood vessels and for obtaining their orientations at each pixel. Morphological image processing followed by Gabor filtering helps in obtaining the final vessel map of the images. A 50 image database obtained from KIDROP Bangalore, India were classified as either plus, pre-plus or normal case by quantitatively measuring the amount of tortuosity and width from the vessel map of each images. An overall sensitivity of 1.0 and specificity 0.92 obtained for these images
引用
收藏
页码:259 / 264
页数:6
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