Anomaly Detection on BetterUCF
88.84F1 ScoreCoAT (L2)
Evaluation results
| Method | Links | |
|---|---|---|
| CoAT (L2)Reasoning Layer=Entity Extraction2025.12 | 88.84 | |
| CoAT (L3)Reasoning Layer=Social Context Understanding2025.12 | 87.99 | |
| CoAT (L4)Reasoning Layer=Event Understanding2025.12 | 87.77 | |
| CoAT (Joint)Reasoning Layer=Joint (All layers)2025.12 | 87.6 | |
| CoAT (L1)Reasoning Layer=Scenario Understanding2025.12 | 86.25 | |
| BaselineModel=Qwen2.5-VL (7B)2025.12 | 78.88 |