Open access
Jul 2026
Structure-aware learnable multi-scale attention for retinal vessel analysis.
Results demonstrate that the proposed framework effectively embeds vessel prominence and structural priors into deep networks, enabling more reliable, structurally consistent, and clinically meaningful retinal vessel analysis.
Dinoy Johny, V. Chandan, Shubham Loni et al.
· Scientific Reports · 0 citations