Event-level Video Anomaly Detection on CHAD 6 (test)
16.71tIOU=0.5 PrecisionDual (Ours)
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dual (Ours)Configuration=Dual-Branch Event Detection, Threshold=τEER2026.04 | 16.71 | 30.53 | 21.6 | 25.07 | 45.79 | 32.4 | 34.87 | 63.68 | 45.1 | 39.77 | 72.63 | 51.4 | 37.6 | |
| SPARTAConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 10.91 | 25.26 | 15.2 | 16.14 | 37.37 | 22.5 | 23.18 | 53.68 | 32.3 | 28.41 | 65.79 | 39.6 | 27.4 | |
| SPARTAConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 10 | 25.26 | 14.3 | 14.58 | 36.84 | 20.9 | 21.25 | 53.68 | 30.4 | 26.25 | 66.32 | 37.6 | 25.8 | |
| STG-NFConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 8.21 | 24.21 | 12.2 | 11.96 | 35.26 | 17.8 | 18.39 | 54.21 | 27.4 | 23.57 | 69.47 | 35.2 | 23.1 | |
| STG-NFConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 7.31 | 23.68 | 11.1 | 11.69 | 37.89 | 17.8 | 17.05 | 55.26 | 26 | 22.08 | 71.58 | 33.7 | 22.2 | |
| TS-GADConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 5.38 | 16.32 | 8 | 10.24 | 31.05 | 15.4 | 16.32 | 49.47 | 24.5 | 21.53 | 65.26 | 32.3 | 20 | |
| TS-GADConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 3.92 | 13.68 | 6.1 | 8.14 | 28.42 | 12.6 | 13.57 | 47.37 | 21.1 | 18.4 | 64.21 | 28.6 | 17.1 |