基于图像处理和Python的糖尿病视网膜病变微动脉瘤检测

Shamit Kotak, Sagar Mandaviya, Alpa Sonar, Arjoon Kalra, Pranali Hatode
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引用次数: 0

摘要

糖尿病视网膜病变(DR)是世界上劳动年龄人口失明的最常见原因之一。糖尿病视网膜病变是一种眼部疾病,发生在长期未经治疗的糖尿病。如果及时发现DR,可以减缓或停止视力损害的进展;在DR的检测或筛选中,自动化方法可以发挥重要作用。微动脉瘤是一种微小的动脉瘤,或者说是血管一侧的肿胀。糖尿病患者有时会在视网膜上发现微动脉瘤。这些微型动脉瘤会破裂并渗漏血液,因此我们项目的目的是检测糖尿病视网膜病变初期的微型动脉瘤,从而预防失明。设计了一种算法来检测微动脉瘤,并在一个公开可用的DiaretDB1数据库上进行测试,该数据库包含所有图像的真实情况。对于微动脉瘤的检测,按照给定的步骤,图像采集,绿色通道,CLAHE,顺序滤波,血管检测,从图像中提取BV,阈值化,然后检测出微动脉瘤。
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 Mircoaneurysms in Diabetic Retinopathy Using Image Processing and Python
Diabetic retinopathy (DR) is one of the most common reasons for blindness in the working-age population of the world. Diabetic Retinopathy is an eye disease, which occurs with long-standing untreated diabetes. Progression to vision impairment can be slowed down or stopped if DR is detected on time; In detection or screening of DR, automatic methods can play an important role. A microaneurysm is a tiny aneurysm, or swelling, in the side of a blood vessel. People with diabetes, microaneurysms are sometimes found in the retina of the eye. These miniature aneurysms can rupture and leak blood, hence the purpose of our project is to detect the microaneurysms which are the initial stage of Diabetic retinopathy so that we could prevent blindness. An algorithm is designed to detect microaneurysms and tested it on a publicly available DiaretDB1 database, which contains the ground truth for all images. For the detection of Micro aneurysms, the given steps are followed, image acquisition, green channel, and CLAHE, sequential filtering, blood vessel detection, BV extraction from the image, thresholding, and after the microaneurysms will be detected.
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