Event-level Video Anomaly Detection on HuVAD 25 (test)
22.2Precision (tIOU=0.5)Dual (Ours)
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dual (Ours)Configuration=Dual-Branch Event Detection, Threshold=τEER2026.04 | 22.2 | 33.18 | 0.266 | 30.3 | 45.29 | 0.363 | 39.31 | 58.75 | 0.471 | 47.41 | 70.86 | 0.568 | 0.417 | |
| SPARTAConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 17.8 | 31.4 | 0.227 | 24.71 | 43.58 | 0.315 | 33.46 | 59.02 | 0.427 | 41.8 | 73.74 | 0.533 | 0.375 | |
| SPARTAConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 17.19 | 31.99 | 0.223 | 23.86 | 44.41 | 0.31 | 32.02 | 59.61 | 0.416 | 39.99 | 74.45 | 0.52 | 0.367 | |
| STG-NFConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 15.85 | 24.31 | 0.191 | 23.91 | 36.66 | 0.289 | 31.78 | 48.73 | 0.384 | 41.5 | 63.63 | 0.502 | 0.341 | |
| TS-GADConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 15.18 | 26.97 | 0.194 | 22.38 | 39.74 | 0.286 | 30 | 53.28 | 0.383 | 37.26 | 66.17 | 0.476 | 0.334 | |
| STG-NFConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 15.12 | 24.48 | 0.186 | 22.78 | 36.9 | 0.281 | 30.6 | 49.56 | 0.378 | 39.43 | 63.87 | 0.487 | 0.333 | |
| TS-GADConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 13.83 | 26.91 | 0.182 | 20.45 | 39.8 | 0.27 | 28.14 | 54.76 | 0.371 | 34.55 | 67.24 | 0.456 | 0.32 |