Node-level collateral detection on MAGIC (out-of-fold)
43.4PR-AUCUnified GAT + nnUNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Unified GAT + nnUNetBranch=Unified2026.06 | 43.4 | 91.7 | 42.9 | 50.2 | 46.3 | |
| GATBranch=Graph2026.06 | 40.3 | 91.1 | 30.5 | 60.7 | 40.6 | |
| GCNBranch=Graph2026.06 | 38.4 | 90.8 | 33.3 | 54.5 | 41.3 | |
| GINBranch=Graph2026.06 | 37.9 | 90.8 | 30.3 | 60.4 | 40.4 | |
| nnUNetBranch=Pixel2026.06 | 36.2 | 85.6 | 29.6 | 61.6 | 40 | |
| UNetBranch=Pixel2026.06 | 29.2 | 88.7 | 30.3 | 50.1 | 37.7 | |
| DINOv3Branch=Pixel2026.06 | 27.8 | 78.9 | 34.8 | 47 | 40 |