Improved Support Vector Machine based on CNN-SVD for vision-threatening diabetic retinopathy detection and classification

Topics

Diabetic retinopathy · Hierarchical Block Attention (HBA) · HBA-U-Net · Hybrid deep learning model · Improved Support Vector Machine-Radial Basis Function (ISVM-RBF) · attention mechanism in image segmentation · Fundus image · Diabetic retinopathy classification · IDRiD dataset · Channel-wise attention mechanism · spatial attention · Feature extraction · Decision Tree classifier · k-nearest neighbors classifier · Image preprocessing · Feature extraction · Diabetic retinopathy diagnosis · multi-stage classification strategy · Ophthalmic disease diagnosis · Diabetic retinopathy classification