Detection and Classification of Diabetic and Hypertensive Retinopathy Using CNN & Autoencoder

Amardeep Singh Kapoor, Akshat Jain, D. Vishwakarma
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Abstract

In today’s modern era where the world has advanced with latest technologies, still there is scope of improvement in various fields. Currently we are witnessing modern techniques using Artificial Intelligence and Machine learning. We can use them to enhance and improve the human health and lifestyle. One research area less explored is Diabetic Retinopathy and Hypertensive Retinopathy. Both are caused by Chronic Diabetic conditions or Hypertension Condition, which can cause serious damages in one's eye including blood vessel rupture cotton wool-spots etc. We can capture high resolution images and can use them to classify and detect the condition and help the patient with early diagnosis that can save them from losing their eyesight.
用CNN和自编码器检测和分类糖尿病和高血压视网膜病变
在当今世界拥有最新技术的现代时代,各个领域仍有改进的余地。目前,我们正在见证使用人工智能和机器学习的现代技术。我们可以用它们来增强和改善人类的健康和生活方式。一个较少探索的研究领域是糖尿病视网膜病变和高血压视网膜病变。这两种疾病都是由慢性糖尿病或高血压引起的,它们会对眼睛造成严重的损害,包括血管破裂、棉絮斑等。我们可以捕捉到高分辨率的图像,用它们来分类和检测病情,帮助患者进行早期诊断,避免他们失去视力。
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