Accident prediction on Nevada (test)
94.5AUROCGIN + MoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GIN + MoECategory=Multimodal fusion2025.12 | 94.5 | 0.1 | |
| w/ speed limit featuresCategory=LOO analysis2025.12 | 94.2 | — | |
| GIN + Gated FusionCategory=Multimodal fusion2025.12 | 94.1 | 0.1 | |
| GINCategory=GNNs2025.12 | 93.5 | 0.1 | |
| GIN + Basic FusionCategory=Multimodal fusion2025.12 | 93.5 | 0.2 | |
| GCN + Gated FusionCategory=LOO analysis2025.12 | 93.5 | — | |
| Vision TransformerCategory=Vision models2025.12 | 93.2 | 0.2 | |
| w/o road network featuresCategory=LOO analysis2025.12 | 93.2 | — | |
| w/o traffic volume featuresCategory=LOO analysis2025.12 | 93.1 | — | |
| w/o weather featuresCategory=LOO analysis2025.12 | 92.9 | — | |
| CLIPCategory=Vision models2025.12 | 91.9 | 0.3 | |
| SupConGCNCategory=GNNs2025.12 | 90.8 | 0.2 | |
| DeepWalkCategory=GNNs2025.12 | 89.5 | 0.1 | |
| GCNCategory=GNNs2025.12 | 89.4 | 0.2 | |
| w/o visual featuresCategory=LOO analysis2025.12 | 89.4 | — | |
| Graph TransformerCategory=GNNs2025.12 | 88.7 | 0.2 | |
| DCRNNCategory=GNNs2025.12 | 85.5 | 0.1 | |
| GraphSAGECategory=GNNs2025.12 | 81.8 | 0.1 | |
| MLPCategory=GNNs2025.12 | 80.8 | 0.3 |