Dual Branch Deep Learning Network for Detection and Stage Grading of Diabetic Retinopathy

arXiv:2308.09945v2 Announce Type: replace-cross
Abstract: Diabetic retinopathy is a severe complication of diabetes that can lead to permanent blindness if not treated promptly. Early and accurate diagnosis of the disease is essential for successful treatment. This paper introduces a deep learning method for the detection and stage grading of diabetic retinopathy, using a single fundus retinal image. Our model utilizes transfer learning, employing two state-of-the-art pre-trained models as feature extractors and fine-tuning them on a new dataset. The proposed model …

abstract arxiv blindness cs.cv cs.lg deep learning detection diabetes diagnosis disease eess.iv network paper stage treatment type