视网膜图像异常的检测

T. Yamuna, S. Maheswari
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引用次数: 12

摘要

人眼是赋予我们视觉的器官。眼睛反射或发射光来解释世界上物体的形状、颜色和尺寸。视网膜在人类视觉系统中起着重要作用。视网膜受到长期饮食性糖尿病的影响,称为糖尿病视网膜病变(微动脉瘤)。及早发现这些异常可以防止视力丧失。这项工作旨在检测视网膜图像中的这种异常,并根据其严重程度对其进行分类。为了检测异常,提出了两种预处理和一种候选提取方法,并根据面积、均值、标准差、熵等特征对异常的各个阶段进行分类。自适应神经模糊推理系统(ANFIS)是一种有效筛选视网膜异常的有效工具。ANFIS用于根据严重程度对视网膜图像进行正常、轻度、重度分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection of abnormalities in retinal images
The human eye is the organ which gives us the sense of sight. The eye reflects or emits the light to interpret the shapes, colors, and dimensions of objects in the world. Retina places a major role in the human vision system. The retina gets affected by long-term dietetic mellitus called Diabetic Retinopathy (Microaneurysm). Earlier detection of these abnormalities will prevent the vision loss. This work aims to detect such abnormalities in the retinal image and to classify them based on their severity. To detect the abnormality, two preprocessing and one candidate extraction method are proposed and various stages of abnormalities are classified based on the features like area, mean, standard deviation, entropy etc. Adaptive Neuro Fuzzy Inference System (ANFIS) is an effective tool used for effective screening of retinal abnormalities. ANFIS is used to classify the retinal images as normal, mild, severe depending on their severity.
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