Original ResearchPublished 12 October 2026Diffusion-augmented contrastive learning for diabetic retinopathy severity classificationAli Abidalkareem · Ali K. Ibrahim · Hanqi ZhuangFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1932259
Original ResearchPublished 9 October 2026A multi-class fundus disease classification framework based on self-supervised contrastive learning and dual-branch networkLili Cai · Keke Hou · Zhong Mo · Shining DingFrontiers in Medicinedoi 10.3389/fmed.2026.1932626
MethodsPublished 19 August 2026Enhancing early diabetic retinopathy detection: a fine-tuned NASNet framework with robust validation and external generalizationNisha R. · M.A.P. Manimekalai · K. Martin Sagayam · Syed Immamul Ansarullah · Sami Alshmrany · Shafat Khan · Khair UL NisaFrontiers in Ophthalmologydoi 10.3389/fopht.2026.1762381
Original ResearchPublished 3 August 2026Identification of eye diseases with small fundus image datasets using a new unsupervised deep learning approachAl Rafi Aurnob · Sharia Arfin Tanim · Farook SattarFrontiers in Signal Processingdoi 10.3389/frsip.2026.1769553
