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使用双相转移学习方法检测和诊断糖尿病眼病

Vamsi Krishna Madduri1, Battula Srinivasa Rao1

  • 1School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology-AP University, Amaravati, Andhra Pradesh, India.

PeerJ. Computer science
|September 24, 2024
PubMed
概括

这项研究引入了一种双相深度学习模型,用于自动化糖尿病眼病 (DED) 的分类和细分. 该方法在从视网膜图像中检测多种眼睛疾病时达到很高的准确性,改善了早期诊断.

关键词:
深度学习是一种深度学习.缺陷地区地区缺陷地区糖尿病眼部疾病 糖尿病眼部疾病早期诊断 早期诊断 早期诊断视网膜底部图像 视网膜底部图像转移学习转移学习

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Diabetic Retinopathy01:27

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DefinitionDiabetic retinopathy is a microvascular complication of diabetes affecting the retinal blood vessels.Risk FactorsDiabetic retinopathy is present in almost all individuals with type 1 diabetes and more than 60% of those with type 2 diabetes after two decades of disease.The risk increases with poor glycemic control, hypertension, dyslipidemia, smoking, pregnancy, and puberty.Although cataracts and glaucoma are also more frequent in people with diabetes, retinopathy remains the leading...