Machine learning-based diabetic retinopathy early detection and classification systems-a survey
Diabetes Mellitus is a chronic disease that spreads quickly worldwide. It results from
increasing the blood glucose level and causes complications in the heart, kidney, and eyes …
increasing the blood glucose level and causes complications in the heart, kidney, and eyes …
An automated diabetic retinopathy of severity grade classification using transfer learning and fine-tuning for fundus images
Diabetes mellitus Retinopathy (DR) has recently become a major health problem, and its
complications are also increasing worldwide. Early diagnosis of DR is essential to determine …
complications are also increasing worldwide. Early diagnosis of DR is essential to determine …
Collaborative learning of weakly-supervised domain adaptation for diabetic retinopathy grading on retinal images
Early detection and treatment of diabetic retinopathy (DR) can significantly reduce the risk of
vision loss in patients. In essence, we are faced with two challenges:(i) how to …
vision loss in patients. In essence, we are faced with two challenges:(i) how to …
Classification of diabetic retinopathy based on hybrid neural network
YS Boral, SS Thorat - 2021 5th International Conference on …, 2021 - ieeexplore.ieee.org
Diabetic retinopathy is a diabetic disorder associated with human eye and it also remains as
a common cause for blindness across the globe. Diabetic retinopathy is still diagnosed …
a common cause for blindness across the globe. Diabetic retinopathy is still diagnosed …
A deep learning based approach for grading of diabetic retinopathy using large fundus image dataset
Diabetic Retinopathy affects one-third of all diabetic patients and may cause vision
impairment. It has four stages of progression, ie, mild non-proliferative, moderate non …
impairment. It has four stages of progression, ie, mild non-proliferative, moderate non …
Automatic Detection and Classification of Diabetic Retinopathy Using the Improved Pooling Function in the Convolution Neural Network
Diabetic retinopathy (DR) is an eye disease associated with diabetes that can lead to
blindness. Early diagnosis is critical to ensure that patients with diabetes are not affected by …
blindness. Early diagnosis is critical to ensure that patients with diabetes are not affected by …
Juxtaposing deep learning models efficacy for ocular disorder detection of diabetic retinopathy for ophthalmoscopy
SA Dwivedi, A Attry - 2021 6th International Conference on …, 2021 - ieeexplore.ieee.org
The reticence of ocular disorder in the community has been a major deterrent to one being
visually impaired before getting diagnosed. The genesis lies deeper in the inefficiency of …
visually impaired before getting diagnosed. The genesis lies deeper in the inefficiency of …
A Comprehensive Survey on Detection of Ocular and Non-Ocular Diseases Using Color Fundus Images
This study examines the application of color fundus imaging for detecting both ocular and
non-ocular diseases using recent advancements in machine learning techniques. Fundus …
non-ocular diseases using recent advancements in machine learning techniques. Fundus …
Predictive analysis of diabetic retinopathy with transfer learning
With the prevalence of diabetes, Diabetes Mellitus Retinopathy (DR) is becoming a major
health problem across the world. The long-term medical complications arising due to DR …
health problem across the world. The long-term medical complications arising due to DR …
Grading the severity of diabetic retinopathy using an ensemble of self-supervised pre-trained convolutional neural networks: ESSP-CNNs
S Parsa, T Khatibi - Multimedia Tools and Applications, 2024 - Springer
Diabetic retinopathy (DR) is a common eye disorder that can lead to vision problems and
blindness, necessitating accurate grading for effective treatment. While various artificial …
blindness, necessitating accurate grading for effective treatment. While various artificial …