Out-of-Distribution Detection on Roman Empire Local Class (LoC)
76.4AUC-ROC (Aleatoric)Ens.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ens.Backbone=Res-GCN, Size=102025.05 | 76.4 | 76.2 | 87.6 | |
| MCDBackbone=Res-GCN2025.05 | 76.3 | 75.9 | 87.6 | |
| EBMBackbone=Res-GCN2025.05 | 73.3 | 72.5 | 87.6 | |
| SafeBackbone=Res-GCN2025.05 | 73.3 | 64.8 | 87.6 | |
| GEBMBackbone=Res-GCN2025.05 | 73.3 | 53.6 | 87.6 | |
| JLDEBackbone=Res-GCN2025.05 | 73.3 | 76.9 | 87.6 | |
| FSGNNModel Type=GNN2025.05 | 73 | 70.2 | 86.6 | |
| FAGCNModel Type=GNN2025.05 | 72.7 | 68.8 | 83.6 | |
| GPRGNNModel Type=GNN2025.05 | 66.5 | 63.4 | 78.1 | |
| GPNModel Type=GNN2025.05 | 60.3 | 64 | 48.6 | |
| SGCNModel Type=GNN2025.05 | 60 | 56.5 | 58.3 | |
| BGCNModel Type=GNN2025.05 | 54.9 | 60.7 | 53 |