电子与信息学报
電子與信息學報
전자여신식학보
JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY
2014年
11期
2586-2592
,共7页
郑绍华%陈健%潘林%郭健%余轮
鄭紹華%陳健%潘林%郭健%餘輪
정소화%진건%반림%곽건%여륜
模式识别%眼底图像%黄斑%视盘%方向局部对比度%血管分割
模式識彆%眼底圖像%黃斑%視盤%方嚮跼部對比度%血管分割
모식식별%안저도상%황반%시반%방향국부대비도%혈관분할
Pattern recognition%Retinal image%Macula fovea%Optic disk%Directional local contrast%Vessel segmentation
在眼底图像自动分析中,视盘与黄斑的定位是糖尿病性视网膜病变计算机辅助诊断或筛查的先决条件。该文提出一种应用方向局部对比度滤波结合局部血管密度的方法,直接先行检测黄斑中心再行定位视盘,不同于现有的先行检测视盘或血管再行定位黄斑的一般方法,有效地提高黄斑定位正确率,能更好地应用于糖尿病性黄斑水肿的自动评估。实验选取了网络公开的HEI-MED数据集中169幅黄斑水肿眼底图像,黄斑和视盘的定位正确率同步达到98.2%,算法简单且无监督,优于现有的方法,具有良好的临床应用前景。
在眼底圖像自動分析中,視盤與黃斑的定位是糖尿病性視網膜病變計算機輔助診斷或篩查的先決條件。該文提齣一種應用方嚮跼部對比度濾波結閤跼部血管密度的方法,直接先行檢測黃斑中心再行定位視盤,不同于現有的先行檢測視盤或血管再行定位黃斑的一般方法,有效地提高黃斑定位正確率,能更好地應用于糖尿病性黃斑水腫的自動評估。實驗選取瞭網絡公開的HEI-MED數據集中169幅黃斑水腫眼底圖像,黃斑和視盤的定位正確率同步達到98.2%,算法簡單且無鑑督,優于現有的方法,具有良好的臨床應用前景。
재안저도상자동분석중,시반여황반적정위시당뇨병성시망막병변계산궤보조진단혹사사적선결조건。해문제출일충응용방향국부대비도려파결합국부혈관밀도적방법,직접선행검측황반중심재행정위시반,불동우현유적선행검측시반혹혈관재행정위황반적일반방법,유효지제고황반정위정학솔,능경호지응용우당뇨병성황반수종적자동평고。실험선취료망락공개적HEI-MED수거집중169폭황반수종안저도상,황반화시반적정위정학솔동보체도98.2%,산법간단차무감독,우우현유적방법,구유량호적림상응용전경。
In automatic retinal image analysis, the location of the optic disk and macula fovea is the prerequisite for a system of computer aided diagnosis or automatic screening of diabetic retinopathy. This paper proposes a novel method to detect macular firstly before optic disk location or vessels detection using directional local contrast filter and local vessel density feature, which improves effectively the accuracy of the detection of the macular and optic disk, and is different from existing algorithms that detected optic disk firstly before macula fovea location. 169 color images with diabetic macular edema from HEI-MED public database are used to evaluate the performance of the developed method. From the experimental results, the accuracy rate both of macular and optic disk detection is found to be 98.2%. The proposed method is simple and unsupervised, and has high practical value.