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Anomaly Classification on BetterUCF
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51.89
F1-Score
CoAT (L4)
38.5884
42.0417
45.495
48.9483
Dec 23, 2025
F1-Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-Score
CoAT (L4)
Reasoning Layer=Event...
2025.12
51.89
Baseline
Model=Qwen2.5-VL (7B)
2025.12
48.11
CoAT (L1)
Reasoning Layer=Scenar...
2025.12
45.76
CoAT (L2)
Reasoning Layer=Entity...
2025.12
44.34
CoAT (L3)
Reasoning Layer=Social...
2025.12
41.79
CoAT (Joint)
Reasoning Layer=Joint...
2025.12
39.1
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