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Title: | Detection of Glaucoma Using Cup to Disc Ratio From Spectral Domain Optical Coherence Tomography Images |
Authors: | Khalil, Tehmina Akram, M. Usman Raja, Hina Jameel, Amina Basit, Imran |
Keywords: | Medical and Health Sciences Optical Imaging Biomedical optical imaging Retina Image segmentation Spectral analysis Optical coherence tomography Asymptomatic neurological disease Disc-diameter-calculation process Cup edges determination Optical coherence tomography Biomedical informatics |
Issue Date: | 9-Jan-2018 |
Publisher: | IEEE Access |
Abstract: | Glaucoma is an asymptomatic neurological disease. It causes damage to optic nerve due to increased fluid pressure within eyes. In the proposed system, cup-to-disc-ratio has been computed considering internal layers of the retina using spectral-domain optical coherence tomography images. In the cupdiameter-calculation process, cup contour has been extracted from inner-limiting-membrane (ILM) layer. The paper introduces a new method to improve the precision of the ILM-layer extraction. It also employs a novel technique to refine contour of an ILM layer. The novel method has outperformed interpolation and Bezier curve fitting in term of outliers' removal and surface refinement. In the disc-diameter-calculation process, the retinal-pigment-epithelium (RPE) layer end points have been used to define disc margin. Prior to RPE-layer extraction, ILM-Layer removal has been done by an innovative strategy to locate and remove ILM-layer. Finally, precise RPE-layer extraction has been done based on the novel thickness-value (TV) estimation method. Furthermore, a new criterion for cup edges determination, based on the mean value of RPE-layer end points, is proposed. The proposed system has shown a clear precedence over its contemporary systems in terms of accuracy and handling of acute cases. Satisfactory results have been obtained when compared with the clinical results. |
URI: | http://142.54.178.187:9060/xmlui/handle/123456789/989 |
ISSN: | 2169-3536 |
Appears in Collections: | Journals |
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