Accident Prediction on Massachusetts (test)
88.6AUROCw/ speed limit features
Evaluation results
| Method | Links | ||
|---|---|---|---|
| w/ speed limit featuresCategory=LOO analysis2025.12 | 88.6 | — | |
| GIN + MoECategory=Multimodal fusion2025.12 | 88.1 | 0.3 | |
| GCN + Gated FusionCategory=LOO analysis2025.12 | 87.7 | — | |
| GCNCategory=GNNs2025.12 | 86.2 | 0.8 | |
| w/o visual featuresCategory=LOO analysis2025.12 | 86.2 | — | |
| w/o weather featuresCategory=LOO analysis2025.12 | 86.1 | — | |
| GIN + Gated FusionCategory=Multimodal fusion2025.12 | 85.8 | 0.3 | |
| GINCategory=GNNs2025.12 | 85.7 | 0.5 | |
| GIN + Basic FusionCategory=Multimodal fusion2025.12 | 84.8 | 0.3 | |
| DCRNNCategory=GNNs2025.12 | 84.3 | 0.3 | |
| w/o traffic volume featuresCategory=LOO analysis2025.12 | 84.2 | — | |
| CLIPCategory=Vision models2025.12 | 82.6 | 0.5 | |
| DeepWalkCategory=GNNs2025.12 | 82.3 | 0.6 | |
| w/o road network featuresCategory=LOO analysis2025.12 | 82.3 | — | |
| Vision TransformerCategory=Vision models2025.12 | 82.1 | 0.6 | |
| Graph TransformerCategory=GNNs2025.12 | 81 | 0.2 | |
| GraphSAGECategory=GNNs2025.12 | 80.3 | 0.2 | |
| SupConGCNCategory=GNNs2025.12 | 79.8 | 0.3 | |
| MLPCategory=GNNs2025.12 | 64.2 | 0.6 |