Video Anomaly Detection on ShanghaiTech (SHT) (tIOU-based F1)
56.58Precision (tIOU=0.5)STG-NF w/ ES
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STG-NF w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 56.58 | 71.07 | 63 | 62.5 | 78.51 | 69.6 | 65.79 | 82.64 | 73.2 | 70.39 | 88.43 | 78.3 | 71 | |
| STG-NFConfiguration=Baselines2026.04 | 51.79 | 71.9 | 60.2 | 57.14 | 79.34 | 66.4 | 58.93 | 81.82 | 68.5 | 63.69 | 88.43 | 74 | 67.3 | |
| SPARTA w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 47.8 | 62.81 | 54.2 | 56.6 | 74.38 | 64.2 | 61.01 | 80.17 | 69.2 | 67.3 | 88.43 | 76.4 | 66 | |
| SPARTAConfiguration=Baselines2026.04 | 45.83 | 63.64 | 53.2 | 54.76 | 76.03 | 63.6 | 57.74 | 80.17 | 67.1 | 64.29 | 89.26 | 74.7 | 64.7 | |
| DualConfiguration=Dual-Branch Event Detection2026.04 | 44.44 | 59.59 | 50.9 | 56.3 | 72.81 | 64.3 | 64.83 | 87.69 | 74.5 | 69.63 | 86.69 | 77.2 | 66.7 | |
| TS-GAD w/ ESConfiguration=Baselines + Proposed Post-Processing2026.04 | 41.46 | 56.2 | 47.7 | 53.05 | 71.9 | 61 | 59.15 | 80.17 | 68 | 64.02 | 86.78 | 73.6 | 62.6 | |
| TS-GADConfiguration=Baselines2026.04 | 41.38 | 59.5 | 48.8 | 50 | 71.9 | 58.9 | 57.47 | 82.64 | 67.8 | 62.07 | 89.26 | 73.2 | 62.2 |