Accident prediction on Montana (test)
0.875AUROCGIN + MoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GIN + MoECategory=Multimodal fusion2025.12 | 0.875 | 0.2 | |
| GIN + Gated FusionCategory=Multimodal fusion2025.12 | 0.863 | 0.3 | |
| w/ speed limit featuresCategory=LOO analysis2025.12 | 0.842 | — | |
| GCN + Gated FusionCategory=LOO analysis2025.12 | 0.837 | — | |
| SupConGCNCategory=GNNs2025.12 | 0.835 | 0.2 | |
| w/o weather featuresCategory=LOO analysis2025.12 | 0.823 | — | |
| w/o road network featuresCategory=LOO analysis2025.12 | 0.819 | — | |
| DCRNNCategory=GNNs2025.12 | 0.813 | 0.2 | |
| Vision TransformerCategory=Vision models2025.12 | 0.809 | 0.3 | |
| w/o traffic volume featuresCategory=LOO analysis2025.12 | 0.809 | — | |
| GINCategory=GNNs2025.12 | 0.796 | 0.1 | |
| CLIPCategory=Vision models2025.12 | 0.796 | 0.1 | |
| Graph TransformerCategory=GNNs2025.12 | 0.792 | 0.2 | |
| GIN + Basic FusionCategory=Multimodal fusion2025.12 | 0.79 | 0.2 | |
| DeepWalkCategory=GNNs2025.12 | 0.781 | 0.3 | |
| GraphSAGECategory=GNNs2025.12 | 0.781 | 0.2 | |
| GCNCategory=GNNs2025.12 | 0.781 | 0.2 | |
| w/o visual featuresCategory=LOO analysis2025.12 | 0.781 | — | |
| MLPCategory=GNNs2025.12 | 0.602 | 0.2 |