3

Uncertainty-Aware Retinal Vessel Segmentation via Ensemble Distillation
Distills an ensemble of segmentation models into a single model to estimate uncertainty in retinal vessel segmentation, matching ensemble-level calibration at a fraction of the compute.
PDF Source Document
Benchmarking Retinal Blood Vessel Segmentation Models for Cross-Dataset and Cross-Disease Generalization
A rigorous benchmark of five published retinal vessel segmentation architectures on the FIVES dataset, evaluating robustness to image quality and disease-induced domain shifts.
PDF Source Document