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Can I read A Comprehensive Review on Automated Systems for Severity Grading of Diabetic Retinopathy and Macular Edema on EtoBox?
A Comprehensive Review on Automated Systems for Severity Grading of Diabetic Retinopathy and Macular Edema by Mili Rosline Mathews; S. M. Anzar is a Computer Science article available to read on EtoBox.
What is A Comprehensive Review on Automated Systems for Severity Grading of Diabetic Retinopathy and Macular Edema about?
Diabetes mellitus is a major medical concern worldwide. Long-term diabetes can affect the retina of the eye and lead to diabetic retinopathy (DR) and diabetic macular edema (DME). Proper screening and consultation with an ophthalmologist are necessary to prevent avoidable vision loss. As DR and DME have become more prevalent, automated screening is essential to provide costeffective and rapid solutions with reduced human resources requirements. This paper aims to provide a comprehensive review of the literature on computer-aided diagnosis of DR and DME. We identified the studies on automated five-class grading of DR according to International Clinical Diabetic Retinopathy severity scale and three class grading of diabetic maculopathy, using fundus images. A systematic search on research repositories was conducted, and relevant studies were scrutinized and included in the review. The studies were reported in nearly 100 different journals. We have reviewed the studies in all aspects including datasets, preprocessing, non-deep learning, and deep learning-based algorithms, and evaluation metrics. Significant contributions in developing automated tools for DR/DME grading are highlighted
Who reads A Comprehensive Review on Automated Systems for Severity Grading of Diabetic Retinopathy and Macular Edema?
It is typically read by researchers, students, and practitioners in Computer Science.
- Author
- Mili Rosline Mathews; S. M. Anzar
- Publisher
- Wiley
- Published
- 2021
- Language
- EN
- Field
- Computer Science (Physical Sciences)