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