Event-level Video Anomaly Detection on ShanghaiTech (SHT) 19 (test)
55.41Precision @ tIOU=0.5STG-NF
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STG-NFConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 55.41 | 71.9 | 0.625 | 63.06 | 81.82 | 0.712 | 66.88 | 86.78 | 0.755 | 69.43 | 90.08 | 0.784 | 0.7193 | |
| STG-NFConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 50.59 | 71.07 | 0.591 | 60 | 84.3 | 0.7 | 61.76 | 86.78 | 0.721 | 64.71 | 90.91 | 0.756 | 0.692 | |
| SPARTAConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 48.19 | 66.12 | 0.557 | 56.63 | 77.69 | 0.655 | 62.65 | 85.95 | 0.724 | 63.86 | 87.6 | 0.738 | 0.6685 | |
| Dual (Ours)Configuration=Dual-Branch Event Detection, Threshold=τEER2026.04 | 46.27 | 59.59 | 0.521 | 55.26 | 76.94 | 0.643 | 63.09 | 87.69 | 0.734 | 66.45 | 87.12 | 0.754 | 0.662 | |
| SPARTAConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 44.62 | 68.6 | 0.54 | 52.15 | 80.17 | 0.631 | 56.45 | 86.78 | 0.684 | 59.6 | 91.74 | 0.723 | 0.644 | |
| TS-GADConfiguration=Baselines + Proposed Post-Processing, Refinement=w/ ES, Threshold=τEER2026.04 | 41.38 | 59.5 | 0.488 | 50 | 71.9 | 0.589 | 59.7 | 85.95 | 0.705 | 63.79 | 91.74 | 0.752 | 0.6335 | |
| TS-GADConfiguration=Baselines (frame grouping), Threshold=τEER2026.04 | 36.79 | 58.68 | 0.452 | 45.08 | 71.9 | 0.554 | 54.92 | 87.6 | 0.675 | 57.51 | 91.74 | 0.707 | 0.597 |