Anomaly Classification on BetterUCF
51.89F1-ScoreCoAT (L4)
Evaluation results
| Method | Links | |
|---|---|---|
| CoAT (L4)Reasoning Layer=Event Understanding2025.12 | 51.89 | |
| BaselineModel=Qwen2.5-VL (7B)2025.12 | 48.11 | |
| CoAT (L1)Reasoning Layer=Scenario Understanding2025.12 | 45.76 | |
| CoAT (L2)Reasoning Layer=Entity Extraction2025.12 | 44.34 | |
| CoAT (L3)Reasoning Layer=Social Context Understanding2025.12 | 41.79 | |
| CoAT (Joint)Reasoning Layer=Joint (All layers)2025.12 | 39.1 |