Video Anomaly Understanding Evaluation on MSAD
7.65CLS ScoreSRVAU-R1
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SRVAU-R12026.02 | 7.65 | 6.98 | 9.78 | 7.08 | 7.43 | 38.3 | |
| InternVL2.5-2B2026.02 | 6.84 | 6.23 | 8.55 | 6.64 | 6.64 | 34.9 | |
| InternVL2.5-8B-MPO2026.02 | 6.83 | 6.33 | 8.32 | 6.37 | 6.86 | 34.72 | |
| Qwen2.5-VL-7B2026.02 | 6.75 | 6.41 | 9.27 | 7.74 | 6.92 | 37.08 | |
| VAU-R12026.02 | 5.97 | 5.49 | 9.05 | 6.84 | 6.03 | 33.38 | |
| Qwen2-VL-2B2026.02 | 5.94 | 5.43 | 8.77 | 6.29 | 5.9 | 32.25 | |
| Qwen2.5-VL-3B2026.02 | 5.77 | 5.24 | 9.02 | 6.74 | 5.7 | 32.47 | |
| HolmesVAU2026.02 | 3.73 | 2.72 | 6.82 | 3.55 | 3.33 | 20.15 |