Multi-Level severity classification for diabetic retinopathy based on hybrid optimization enabled deep learning

SZ Beevi - Biomedical Signal Processing and Control, 2023 - Elsevier
The disease with the fastest global growth rate, diabetes, has numerous complications.
Diabetic retinopathy (DR), which results in retinal lesions that affect vision, is one of these …

An attention-based Swin U-Net-Based segmentation and hybrid deep learning based diabetic retinopathy classification framework using fundus images

A Khaparde, S Chapadgaonkar, M Kowdiki… - Sensing and …, 2023 - Springer
Diabetes mellitus frequently occurs with diabetic retinopathy (DR), which results in lesions
mostly in the retinas that damages the vision. Earlier DR identification and treatment can …

DFCAFNet: Dual-feature co-attentive fusion network for diabetic retinopathy grading

S Madarapu, S Ari, K Mahapatra - Biomedical Signal Processing and …, 2024 - Elsevier
Diabetic retinopathy (DR) grading is a complicated task characterized by inter-class
variations among several categories, the subtle detection of tiny lesions, and uneven data …

Classification of diabetic retinopathy based on Functional Linked Neural network utilizing segmented fundus image features

D Sasikala, T Kowsalya, P Padmaloshani… - … Signal Processing and …, 2024 - Elsevier
In this paper, the Classification of Diabetic Retinopathy based on Functional Linked Neural
Network utilizing Segmented Fundus Image Features (CDR-FLNN-SFI) is proposed. The …

A novel DAG network based on multi-feature fusion of fundus images for multi-classification of diabetic retinopathy

L Fang, H Qiao - Multimedia Tools and Applications, 2023 - Springer
Diabetic retinopathy is one of the most serious causes of blindness, clinically, doctors'
judgment of lesion grade is time-consuming and laborious, which may lead to early …

Advancing Diabetic Retinopathy Severity Classification Through Stacked Generalization in Ensemble Deep Learning Models.

ON Ergun, HO Ilhan - Traitement du Signal, 2023 - search.ebscohost.com
In the realm of ophthalmology, diabetic retinopathy (DR) represents a critical concern,
arising from the detrimental effects of blood sugar fluctuations on retinal vessels, and …

Meta Heuristic Fusion Model for Classification with Modified U-Net-based Segmentation

SL Kuna, AVK Prasad, S Bulla - International Journal of …, 2023 - search.proquest.com
General cause of diabetes mellitus is Diabetic Retinopathy (DR), which outcomes in lesions
on the retinas that impair vision. If it is not detected in time, the result is severe blindness …

Diabetic Retinopathy Fundus Image Classification Using MSCSO Based Optimization with Fuzzy Support Vector Machine

GNK Murthy, PK Pareek, H Rekha… - … Conference on Data …, 2023 - ieeexplore.ieee.org
Complications of diabetes can lead to a disease known as diabetic retinopathy (DR), which
causes irreversible damage to the vessels in the retina. If not caught in its early stages, DR is …

Deep Learning Methods for Segmenting and Classifying Diabetic Retinopathy

D Nagasudha, N Senthamarai - 2023 First International …, 2023 - ieeexplore.ieee.org
The most common form of diabetic retinopathy, or DR, which impairs vision on the retina of
the eye, is diabetes. This causes blindness if not detected at the early stage because DR is …

[PDF][PDF] INTELLIGENT SYSTEMS AND APPLICATIONS IN ENGINEERING

T Malik, D Nandal, V Gupta, P Garg, V Nandal - researchgate.net
The purpose of this paper is to explore the effectiveness of automated detection methods in
diagnosing diabetic retinopathy (DR), a leading cause of vision loss among individuals with …