| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Temporal Autonomous Driving Understanding | TAD 1.0 (test) | EA Action Recognition81.68 | 32 | |
| Anomaly Detection | TAD (test) | Overall AUC97.5 | 23 | |
| Temporal Anomaly Detection | TAD | AUC (%)91.66 | 10 | |
| Traffic Anomaly Detection | TAD | Recall92.86 | 9 | |
| Temporal binary anomaly detection | TAD (test) | AUC89.56 | 7 |