作者
Taimur Hassan, M Usman Akram, Bilal Hassan, Adeel M Syed, Shafaat Ahmed Bazaz
发表日期
2016/1/20
期刊
Applied optics
卷号
55
期号
3
页码范围
454-461
出版商
Optica Publishing Group
简介
Macular edema (ME) is considered as one of the major indications of proliferative diabetic retinopathy and it is commonly caused due to diabetes. ME causes retinal swelling due to the accumulation of protein deposits within subretinal layers. Optical coherence tomography (OCT) imaging provides an early detection of ME by showing the cross-sectional view of macular pathology. Many researchers have worked on automated identification of macular edema from fundus images, but this paper proposes a fully automated method for extracting and analyzing subretinal layers from OCT images using coherent tensors. These subretinal layers are then used to predict ME from candidate images using a support vector machine (SVM) classifier. A total of 71 OCT images of 64 patients are collected locally in which 15 persons have ME and 49 persons are healthy. Our proposed system has an overall accuracy of 97.78% in …
引用总数
20162017201820192020202120222023202416106910742
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