Leaf-lesion segmentation on Maize leaf dataset N=442 (test)
53.3Dice CoefficientHyperTopo
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HyperTopoHead=H⊕E⊕S, Loss=Topo Loss, Temperature (τ)=0.22025.12 | 53.3 | 40.7 | 11.7 | 7.12 | 0.63 | 0.27 | |
| DINOv2Head=Euclidean2025.12 | 51.8 | 39.3 | 12.4 | 6.51 | 0.69 | 0.282 | |
| U-NetInitialisation=Scratch2025.12 | 49.5 | 38 | 11 | 7.5 | 0.82 | 0.31 | |
| Naive H⊕E⊕STemperature (τ)=0.12025.12 | 44.9 | 33.4 | 12.9 | 6.91 | 0.6 | 0.278 |