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Optic disc detection in retinal autofluorescence images

机译:视网膜自发荧光图像中的光盘检测

摘要

The invention relates to methods and systems for automatically detecting an optic disc in a retinal fundus autofluorescence image. A monochromatic image of a retina is obtained by stimulated autofluorescence. The image is processed using filters and machine learning to identify blood vessel segments and to identify pixels as possible optic disc pixels. The possible optic disc pixels are grouped into clusters, and a best fit circle (or portion thereof lying within the image) is fitted to each cluster. The circle may be enlarged to improve image contrast at the circumference of the circle. Blood vessel segments that intersect the circle are identified, and metrics are derived from such intersecting blood vessel segments. These metrics are assessed by machine learning processes to determine the probability that each cluster contains the optic disc, and the contours of the optic disc are further determined by analysis of the possible optic disc pixels.
机译:本发明涉及用于自动检测视网膜眼底自发荧光图像中的视盘的方法和系统。通过刺激的自发荧光获得视网膜的单色图像。使用滤镜和机器学习处理图像,以识别血管段并将像素识别为可能的视盘像素。可能的光盘像素被分组为簇,并且最佳拟合圆(或其一部分位于图像内)被拟合到每个簇。可以放大圆圈,以改善圆圈周围的图像对比度。识别与圆相交的血管段,并从这种相交的血管段中得出度量。这些度量通过机器学习过程进行评估,以确定每个群集包含光盘的概率,并且通过分析可能的光盘像素进一步确定光盘的轮廓。

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