Video Anomaly Detection on CHAD (tIOU-based F1 scores)
17.29Precision (tIOU=0.5)Dual
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DualConfiguration=Dual-Branch Event Detection2026.04 | 17.29 | 31.58 | 22.3 | 24.78 | 45.26 | 32 | 34.87 | 63.68 | 45.1 | 40.06 | 74.16 | 52 | 37.8 | |
| SPARTA w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 10.61 | 24.74 | 14.8 | 16.03 | 37.37 | 22.4 | 22.57 | 52.63 | 31.6 | 28.22 | 65.79 | 39.4 | 27 | |
| SPARTAConfiguration=Baselines2026.04 | 10.11 | 25.26 | 14.4 | 14.53 | 36.32 | 20.7 | 21.05 | 52.63 | 30 | 26.53 | 66.32 | 37.8 | 25.7 | |
| STG-NF w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 7.75 | 23.16 | 11.6 | 11.62 | 34.74 | 17.4 | 17.25 | 51.58 | 25.8 | 23.42 | 70 | 35 | 22.4 | |
| STG-NFConfiguration=Baselines2026.04 | 6.91 | 22.63 | 10.5 | 10.29 | 33.68 | 15.7 | 15.92 | 52.11 | 24.3 | 21.22 | 69.47 | 32.5 | 20.8 | |
| TS-GAD w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 5.37 | 16.32 | 8 | 10.23 | 31.05 | 15.3 | 16.29 | 49.47 | 24.5 | 21.49 | 65.26 | 32.3 | 20 | |
| TS-GADConfiguration=Baselines2026.04 | 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 |