Classification of diabetic retinopathy with feature selection over deep features using nature-inspired wrapper methods
M Canayaz - Applied Soft Computing, 2022 - Elsevier
Diabetic retinopathy (DR) is the most common cause of blindness in middle-aged people. It
shows that an automatic image evaluation system is needed in the diagnosis of this disease …
shows that an automatic image evaluation system is needed in the diagnosis of this disease …
Recent developments on computer aided systems for diagnosis of diabetic retinopathy: a review
Diabetes is a long-term condition in which the pancreas quits producing insulin or the body's
insulin isn't utilised properly. One of the signs of diabetes is Diabetic Retinopathy. Diabetic …
insulin isn't utilised properly. One of the signs of diabetes is Diabetic Retinopathy. Diabetic …
Diabetic retinopathy classification based on multipath CNN and machine learning classifiers
Eye care professionals generally use fundoscopy to confirm the occurrence of Diabetic
Retinopathy (DR) in patients. Early DR detection and accurate DR grading are critical for the …
Retinopathy (DR) in patients. Early DR detection and accurate DR grading are critical for the …
A novel multiscale convolutional neural network based age-related macular degeneration detection using OCT images
Age-related macular degeneration (AMD) is an ocular disorder that affects the elderly. The
prevalence of AMD is growing due to the aging population in society; hence early diagnosis …
prevalence of AMD is growing due to the aging population in society; hence early diagnosis …
Deep learning enabled optimized feature selection and classification for grading diabetic retinopathy severity in the fundus image
AM Dayana, WRS Emmanuel - Neural Computing and Applications, 2022 - Springer
Diabetic Retinopathy (DR), one of the most progressive sight-threatening diseases caused
by the long-term diabetic condition, can lead to vision impairment and blindness later. Early …
by the long-term diabetic condition, can lead to vision impairment and blindness later. Early …
Redundancy reduced depthwise separable convolution for glaucoma classification using OCT images
Glaucoma is a chronic progressive optic neuropathy characterized by the impairment of the
optic nerve, and if it is left untreated, it may lead to irreversible vision loss. So, the early …
optic nerve, and if it is left untreated, it may lead to irreversible vision loss. So, the early …
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 …
A novel four-step feature selection technique for diabetic retinopathy grading
Diabetic retinopathy is a microvascular complication of diabetes mellitus that develops over
time. Diabetic retinopathy is one of the retinal disorders. Early detection of diabetic …
time. Diabetic retinopathy is one of the retinal disorders. Early detection of diabetic …
Automated diagnostic classification of diabetic retinopathy with microvascular structure of fundus images using deep learning method
Multi-class classification is a major concern in the research field, especially in medical
image analysis. This work proposes a novel method for automatically segmenting the blood …
image analysis. This work proposes a novel method for automatically segmenting the blood …
Artificial intelligence in chorioretinal pathology through fundoscopy: a comprehensive review
M Driban, A Yan, A Selvam, J Ong… - International Journal of …, 2024 - Springer
Background Applications for artificial intelligence (AI) in ophthalmology are continually
evolving. Fundoscopy is one of the oldest ocular imaging techniques but remains a mainstay …
evolving. Fundoscopy is one of the oldest ocular imaging techniques but remains a mainstay …