Accident prediction on Maryland (test)
0.897AUROCw/ speed limit features
Evaluation results
| Method | Links | ||
|---|---|---|---|
| w/ speed limit featuresCategory=LOO analysis2025.12 | 0.897 | — | |
| GCN + Gated FusionCategory=LOO analysis2025.12 | 0.893 | — | |
| w/o weather featuresCategory=LOO analysis2025.12 | 0.889 | — | |
| GIN + MoECategory=Multimodal fusion2025.12 | 0.887 | 0.2 | |
| GIN + Gated FusionCategory=Multimodal fusion2025.12 | 0.885 | 0.2 | |
| GIN + Basic FusionCategory=Multimodal fusion2025.12 | 0.881 | 0.2 | |
| w/o visual featuresCategory=LOO analysis2025.12 | 0.877 | — | |
| w/o traffic volume featuresCategory=LOO analysis2025.12 | 0.869 | — | |
| Vision TransformerCategory=Vision models2025.12 | 0.864 | 0.2 | |
| DeepWalkCategory=GNNs2025.12 | 0.863 | 0.3 | |
| DCRNNCategory=GNNs2025.12 | 0.861 | 0.1 | |
| GINCategory=GNNs2025.12 | 0.859 | 0.3 | |
| w/o road network featuresCategory=LOO analysis2025.12 | 0.859 | — | |
| GCNCategory=GNNs2025.12 | 0.856 | 0.3 | |
| CLIPCategory=Vision models2025.12 | 0.856 | 0.3 | |
| SupConGCNCategory=GNNs2025.12 | 0.838 | 0.3 | |
| GraphSAGECategory=GNNs2025.12 | 0.787 | 0.2 | |
| Graph TransformerCategory=GNNs2025.12 | 0.779 | 0.2 | |
| MLPCategory=GNNs2025.12 | 0.607 | 0.2 |