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利用基于FastViT的知识蒸,使用EfficientNet-B0进行糖尿病视网膜病变严重程度分类.

Jyotirmayee Rautaray1, Ali B M Ali2, Meenakshi Kandpal1

  • 1Department of computer science and engineering, Odisha University of Technology and Research, Bhubaneswar, Odisha, India.

SLAS technology
|June 30, 2025
PubMed
概括

本研究介绍了FastEffNet,这是一个使用知识蒸来准确检测糖尿病视网膜病变 (DR) 的深度学习框架,以降低计算成本. EfficientNet-B0实现了高精度,使得DR查更容易获得.

关键词:
深度学习是一种深度学习.糖尿病视网膜病变 - 糖尿病视网膜病变有效的网络-B0快速ViT 快速ViT 的时间.在 Grad-CAM++++ 中使用.知识的蒸知识的蒸.基于变压器的模型

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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...
Diabetic Nephropathy01:28

Diabetic Nephropathy

Definition Diabetic nephropathy is a chronic kidney complication that results from prolonged hyperglycemia.Prevalence It is the most common cause of chronic kidney disease (CKD) and end-stage renal disease (ESRD) worldwide, affecting up to half of individuals with diabetes.Pathophysiology • Sustained hyperglycemia triggers multiple hemodynamic and metabolic changes in the kidney. • Early in the disease, increased renal blood flow and glomerular hyperfiltration occur due to afferent arteriolar...
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Diabetic Neuropathy

DefinitionDiabetic neuropathy is nerve damage caused by long-standing diabetes mellitus. It results directly from prolonged high blood sugar levels.PathophysiologyThe pathophysiology of diabetic neuropathy involves both metabolic and vascular disturbances triggered by chronic hyperglycemia.Metabolic injury: Elevated glucose levels activate the polyol pathway within nerve cells, leading to the accumulation of sorbitol and fructose. This increases oxidative stress, disrupts normal nerve...