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使用CheXNet与CBAM和Grad-CAM可视化增强糖尿病视网膜病变的底部图像分析

Wedad Al-Dolat1, Salem Alhatamleh2, Noor Alqudah3

  • 1Department of Ophthalmology, Faculty of Medicine, Yarmouk University, Irbid, Jordan.

Frontiers in medicine
|March 13, 2026
PubMed
概括

一个新的深度学习模型显著提高了从 fundus 图像的糖尿病视网膜病变 (DR) 分类准确性. 这种AI框架增强了早期检测,有助于及时进行糖尿病眼病的临床管理.

关键词:
这是Grad-CAM.深度学习是一种深度学习.糖尿病视网膜病变 糖尿病视网膜病变基金斯成像技术公司图像的分类图像的分类.

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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...