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A Curvature Based Approach for the Automated Screening of Retinopathy of Prematurity in Preterm Infants

机译:一种基于曲率的自动筛查早产儿视网膜病变的方法

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Retinopathy of Prematurity (ROP) is a curable retinal disorder which mainly affects premature infants. The early treatment of the disease starts with the diagnosis of Plus disease which is characterised by excessive tortuosity and dilation of the retinal blood vessels. The method used for the disease diagnosis involves a retinal specialist, to visually compare the fundus vasculature with a gold standard image. This technique often lead to errors due to inter expert variability in the final diagnostic decision. So there arises the need for a computer aided system for the early detection of the disease. In the presented work, the presence of ROP is investigated by evaluating the retinal blood vessel tortuosity in the fundus images using a curvature based method. The method includes vessel delineation using COSFIRE filters followed by quantification of its tortuosity. The developed system is tested on a private dataset consisting of 35 images. The result obtained shows that the reported system achieves a sensitivity and specificity of 0.88 and 0.94 respectively.
机译:早产儿视网膜病变(ROP)是一种可治愈的视网膜疾病,主要影响早产儿。该疾病的早期治疗始于Plus疾病的诊断,该疾病的特征是过度弯曲和视网膜血管扩张。用于疾病诊断的方法涉及视网膜专家,以视觉比较眼底脉管系统和黄金标准图像。由于专家之间在最终诊断决策中的可变性,该技术通常会导致错误。因此,需要用于早期发现疾病的计算机辅助系统。在提出的工作中,通过使用基于曲率的方法评估眼底图像中的视网膜血管曲折度来研究ROP的存在。该方法包括使用COSFIRE过滤器描绘血管轮廓,然后量化其曲折度。所开发的系统在包含35张图像的私人数据集上进行了测试。获得的结果表明,所报道的系统分别实现了0.88和0.94的灵敏度和特异性。

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