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使用电鱼算法和双线卷积网络优化糖尿病视网膜病变检测

Udayaraju Pamula1, Venkateswararao Pulipati2, G Vijaya Suresh3

  • 1Department of Computer Science and Engineering, School of Engineering and Sciences, SRM University, Amaravati, AP, India.

Scientific reports
|April 24, 2025
PubMed
概括

这项研究引入了一种先进的机器学习系统,用于早期检测糖尿病视网膜病变 (DR). 这种新的方法使用图像分析和优化的算法准确识别DR,提高诊断效率.

关键词:
非洲的优化优化基于注意力机制的囊网络.双线卷积注意力网络是双线的.糖尿病视网膜病变 - 糖尿病视网膜病变电动鱼优化电动鱼的优化霍普菲尔德神经网络是一个神经网络.

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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...
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