首页> 外文会议>International Symposium on Embedded Computing and System Design >Computer aided screening of retinopathy of prematurity — A multiscale Gabor filter approach
【24h】

Computer aided screening of retinopathy of prematurity — A multiscale Gabor filter approach

机译:计算机辅助筛查早产儿视网膜病变—多尺度Gabor滤波方法

获取原文

摘要

Non invasive imaging of retina offers easy evaluation and early diagnosis of various systemic diseases like diabetic retinopathy, arteriosclerosis, hypertension and retinopathy of prematurity (ROP). Treatment of ROP, one of the leading causes of childhood blindness is warranted based on the diagnosis of Plus disease which is characterized by high degree of tortuosity and large vessel width for blood vessels in the retina. Here we present a semi-automated computer based method for the screening of Plus disease. This method uses multiscale Gabor filters for the detection of retinal blood vessels and for obtaining their orientations at each pixel. Morphological image processing followed by Gabor filtering helps in obtaining the final vessel map of the images. A 50 image database obtained from KIDROP Bangalore, India were classified as either plus, pre-plus or normal case by quantitatively measuring the amount of tortuosity and width from the vessel map of each images. An overall sensitivity of 1.0 and specificity 0.92 obtained for these images.
机译:视网膜的非侵入性成像可轻松评估和早期诊断各种系统疾病,例如糖尿病性视网膜病,动脉硬化,高血压和早产儿视网膜病(ROP)。 ROP是儿童失明的主要诱因之一,因此,根据Plus疾病的诊断,有必要对ROP进行治疗,该疾病的特征是曲折度高,视网膜血管的血管宽度大。在这里,我们提出了一种基于半自动计算机的Plus疾病筛查方法。该方法使用多尺度Gabor滤波器来检测视网膜血管并获取每个像素处的方向。形态图像处理后再进行Gabor滤波有助于获得图像的最终血管图。通过从每个图像的血管图上定量测量曲折度和宽度的量,将从印度KIDROP班加罗尔获得的50个图像数据库分类为正,正或正例。这些图像的整体灵敏度为1.0,特异性为0.92。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号