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作者:

Du, Ning (Du, Ning.) | Li, Yafen (Li, Yafen.)

收录:

EI Scopus

摘要:

Diabetic retinopathy (DR) is a condition where the retina is damaged due to fluid leaking from the blood vessels into the retina. The main stages of diabetic retinopathy are non-proliferate diabetes retinopathy (NPDR) and proliferate diabetes retinopathy (PDR). Early detection of diabetic retinopathy is crucial to prevent blindness. In this work, we have proposed a computer based approach for the detection of diabetic retinopathy stage using color fundus images. Image preprocessing, morphological processing techniques and texture analysis methods are applied on the fundus images to detect the features such as area of blood vessels, hard exudates and the contrast, homogeneity. The features are fed to the support vector machine (SVM). We demonstrate a classification accuracy of 93%, sensitivity of 90% and specificity of 100%. © 2013 TCCT, CAA.

关键词:

Blood Blood vessels Eye protection Leakage (fluid) Support vector machines Textures

作者机构:

  • [ 1 ] [Du, Ning]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Li, Yafen]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China

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ISSN: 1934-1768

年份: 2013

页码: 3882-3886

语种: 英文

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