Accident prediction on Iowa (test)
0.88AUROCGIN + MoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GIN + MoECategory=Multimodal fusion2025.12 | 0.88 | 0.1 | |
| GIN + Gated FusionCategory=Multimodal fusion2025.12 | 0.877 | 0.2 | |
| GIN + Basic FusionCategory=Multimodal fusion2025.12 | 0.867 | 0.2 | |
| Vision TransformerCategory=Vision models2025.12 | 0.859 | 0.2 | |
| GINCategory=GNNs2025.12 | 0.853 | 0.2 | |
| w/ speed limit featuresCategory=LOO analysis2025.12 | 0.847 | — | |
| GCN + Gated FusionCategory=LOO analysis2025.12 | 0.844 | — | |
| CLIPCategory=Vision models2025.12 | 0.839 | 0.2 | |
| w/o road network featuresCategory=LOO analysis2025.12 | 0.839 | — | |
| w/o weather featuresCategory=LOO analysis2025.12 | 0.838 | — | |
| SupConGCNCategory=GNNs2025.12 | 0.832 | 0.2 | |
| w/o traffic volume featuresCategory=LOO analysis2025.12 | 0.82 | — | |
| DCRNNCategory=GNNs2025.12 | 0.804 | 0.1 | |
| Graph TransformerCategory=GNNs2025.12 | 0.801 | 0.1 | |
| GraphSAGECategory=GNNs2025.12 | 0.774 | 0.1 | |
| DeepWalkCategory=GNNs2025.12 | 0.773 | 0.2 | |
| GCNCategory=GNNs2025.12 | 0.772 | 0.2 | |
| w/o visual featuresCategory=LOO analysis2025.12 | 0.772 | — | |
| MLPCategory=GNNs2025.12 | 0.667 | 0.3 |