Anomaly Classification on UCF-Crime
48.33F1-ScoreBaseline
Evaluation Results
| Method | Links | |
|---|---|---|
| BaselineModel=Qwen2.5-VL (7B)2025.12 | 48.33 | |
| CoAT (L4)Reasoning Layer=Event Understanding2025.12 | 42.68 | |
| CoAT (Joint)Reasoning Layer=Joint (All layers)2025.12 | 39.28 | |
| CoAT (L2)Reasoning Layer=Entity Extraction2025.12 | 36.45 | |
| ToT2025.12 | 35.6 | |
| CoAT (L1)Reasoning Layer=Scenario Understanding2025.12 | 34.47 | |
| CoT2025.12 | 34.39 | |
| CoAT (L3)Reasoning Layer=Social Context Understanding2025.12 | 31.95 | |
| LCoT2025.12 | 29.34 | |
| IoT2025.12 | 27.44 |