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What is Diabetic retinopathy

Handbook of Research on Applications and Implementations of Machine Learning Techniques
Diabetic retinopathy is the most common cause of vision loss among people with diabetes and a leading cause of blindness among working-age adults. DME is a consequence of diabetic retinopathy that causes swelling in the area of the retina called the macula.
Published in Chapter:
Implementation of Deep Learning Neural Network for Retinal Images
R. Murugan (National Institute of Technology Silchar, India)
DOI: 10.4018/978-1-5225-9902-9.ch005
Abstract
The retinal parts segmentation has been recognized as a key component in both ophthalmological and cardiovascular sickness analysis. The parts of retinal pictures, vessels, optic disc, and macula segmentations, will add to the indicative outcome. In any case, the manual segmentation of retinal parts is tedious and dreary work, and it additionally requires proficient aptitudes. This chapter proposes a supervised method to segment blood vessel utilizing deep learning methods. All the more explicitly, the proposed part has connected the completely convolutional network, which is normally used to perform semantic segmentation undertaking with exchange learning. The convolutional neural system has turned out to be an amazing asset for a few computer vision assignments. As of late, restorative picture investigation bunches over the world are rapidly entering this field and applying convolutional neural systems and other deep learning philosophies to a wide assortment of uses, and uncommon outcomes are rising constantly.
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The Potential of Quantum Computing in Healthcare
It is an eye condition that can cause vision loss and blindness in people who have diabetes.
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Eye Care in the Low Resource Setting
Damage to the retina as a result of injury to small blood vessels and other ocular structures secondary to diabetes mellitus. Diabetic retinopathy begins with a non-proliferative stage and can progress to a proliferative stage, with newly-formed blood vessels further damaging the retina.
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A Comparison of Lossless Image Compression Algorithms for Colour Retina Images
A common complication of diabetes leading to progressive damage of the eye’s retina.
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Revolutionizing Diabetic Retinopathy Diagnostics and Therapy Through Artificial Intelligence: A Smart Vision Initiative
A diabetes complication that affects the eyes. It's caused by damage to the blood vessels of the light-sensitive tissue at the back of the eye (retina) and can lead to vision impairment.
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Detection of Diabetic Retinopathy With Mobile Application Using Deep Learning
It is a diabetes complication that affects eyes. It’s caused by damage to the blood vessels of the light-sensitive tissue at the back of the eye.
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Computer-Aided Diagnosis in Ophthalmology: A Technical Review of Deep Learning Applications
This is a diabetes complication that affects the eyes. It's caused by damage to the blood vessels of the light-sensitive tissue at the back of the eye (retina). Initially, diabetic retinopathy may cause no symptoms or only mild vision problems. However, it can eventually lead to blindness. The condition can develop in anyone who has type 1 or type 2 diabetes. The longer you have diabetes and the less controlled your blood sugar is, the more likely you are to develop this eye complication.
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E-Health Applications in Ophthalmic Diseases: Ongoing Developments
This is a disorder of the retinal vasculature that eventually develops to some degree in nearly all patients with long-standing diabetes mellitus. Early clinical manifestations of retinopathy include microaneurysms, haemorrhages, retinal capillary no perfusion, cotton-wool spots, and intraretinal micro vascular abnormalities. Finally, increasing no perfusion can lead to closure of retinal vessels and pathologic proliferation of retinal vessels and increased vasopermeability resulting in retinal thickening (edema). Visual loss occurs as a result of macular edema, macular capillary no perfusion, vitreous haemorrhage, and retinal distortion or traction detachment.
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