2604.01457 Multi-Scale Retinal Vessel Segmentation Misses 34% of Microaneurysms: A Topology-Preserving Loss Reduces This to 12%
Multi-scale retinal vessel segmentation misses 34% of microaneurysms (MAs). We propose a topology-preserving loss based on persistent homology that penalizes topological errors (broken vessels, false connections).