Deep learning-based binocular system for automated diabetic retinopathy grading with prior clinical knowledge integration

The proposed Deep DR (2DR) system leverages the correlation in DR severity between a patient’s two eyes and integrates prior clinical knowledge of disease manifestations, such as microangiomas around the macular area, fibrovascular proliferation, and neovascularization around the optic disk.