Video Anomaly Detection on XD-Violence (AP, F1 score)
90.67APHolmes-VAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Holmes-VADMethod category=VAU, Evaluation protocol=Fine-tuned2026.01 | 90.67 | — | |
| Chen et al.Method category=VAD, Explainability=Non-explainable2026.01 | 88.21 | — | |
| Holmes-VAUMethod category=VAU, Evaluation protocol=Fine-tuned2026.01 | 87.68 | — | |
| PEL4VADMethod category=VAD, Explainability=Non-explainable2026.01 | 85.59 | — | |
| VadCLIPMethod category=VAD, Explainability=Non-explainable2026.01 | 84.51 | — | |
| TPWNGMethod category=VAD, Explainability=Non-explainable2026.01 | 83.68 | — | |
| Zhang et al.Method category=VAD, Explainability=Non-explainable2026.01 | 81.43 | — | |
| PrismVAUMethod category=VAU, Evaluation protocol=Non-fine-tuned2026.01 | 78.68 | 70.23 | |
| MSLMethod category=VAD, Explainability=Non-explainable2026.01 | 78.59 | — | |
| RTFMMethod category=VAD, Explainability=Non-explainable2026.01 | 77.81 | — | |
| VERAMethod category=VAU, Evaluation protocol=Non-fine-tuned2026.01 | 70.54 | — | |
| OVVADMethod category=VAD, Explainability=Non-explainable2026.01 | 66.53 | — | |
| LAVADMethod category=VAU, Evaluation protocol=Non-fine-tuned2026.01 | 62.01 | — | |
| Sultani et al.Method category=VAD, Explainability=Non-explainable2026.01 | 52.26 | — |