Dual branch deep learning network for detection and stage grading of diabetic retinopathy

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Hossein Shakibania, Sina Raoufi, Behnam Pourafkham, Hassan Khotanlou, Muharram Mansoorizadeh

Published: 2024, Last Modified: 11 Apr 2025Biomed. Signal Process. Control. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Comprehensive exploration of Diabetic Retinopathy.•Introduction of a dual-branch deep learning network for detection and stage grading of Diabetic Retinopathy.•Leveraging ResNet50 and EfficientNetB0 as feature extractors.•Training the model on a merged dataset from multiple resources and evaluating it on the benchmark APTOS 2019 dataset.