Event-level Video Anomaly Detection on NWPU Campus (NWPUC) 4 (test)
4.39Precision (tIOU=0.5)STG-NF
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STG-NFConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 4.39 | 24.09 | 7.4 | 5.99 | 32.85 | 10.1 | 7.86 | 43.07 | 13.2 | 10.12 | 55.47 | 17.1 | 11.9 | |
| TS-GADConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 4.26 | 21.32 | 7.1 | 5.73 | 28.68 | 9.5 | 8.22 | 41.18 | 13.7 | 10.72 | 53.68 | 17.8 | 12 | |
| SPARTAConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 4.13 | 23.36 | 7 | 5.68 | 32.12 | 9.6 | 7.62 | 43.07 | 12.9 | 10.98 | 62.04 | 18.6 | 12 | |
| Dual (Ours)Configuration=Dual-Branch Event Detection, Threshold=τEER2026.04 | 4 | 21.9 | 6.8 | 5.39 | 33.58 | 9.3 | 8.42 | 57.66 | 14.7 | 9.5 | 64.96 | 16.6 | 11.8 | |
| STG-NFConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 3.92 | 23.36 | 6.7 | 5.63 | 33.58 | 9.6 | 6.98 | 41.61 | 11.9 | 9.55 | 56.93 | 16.3 | 11.1 | |
| TS-GADConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 3.89 | 21.32 | 6.5 | 5.23 | 28.68 | 8.8 | 7.65 | 41.91 | 12.9 | 9.93 | 54.41 | 16.8 | 11.2 | |
| SPARTAConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 3.76 | 23.36 | 6.4 | 5.28 | 32.85 | 9.1 | 7.28 | 45.26 | 12.5 | 9.98 | 62.04 | 17.1 | 11.3 |