Video Anomaly Reasoning Evaluation on ECVA
3.7CLS ScoreQwen2.5-VL-7B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Qwen2.5-VL-7B2026.02 | 3.7 | 3.67 | 8.64 | 6.4 | 4.04 | 26.45 | |
| InternVL2.5-8B-MPO2026.02 | 3.4 | 3.31 | 7.87 | 4.48 | 3.47 | 22.53 | |
| InternVL2.5-2B2026.02 | 2.86 | 2.78 | 7.57 | 4.62 | 3.03 | 20.86 | |
| SRVAU-R12026.02 | 2.86 | 3.78 | 8.96 | 5.45 | 3.05 | 24.1 | |
| Qwen2-VL-2B2026.02 | 2.41 | 2.36 | 7.81 | 3.81 | 2.57 | 18.96 | |
| Qwen2.5-VL-3B2026.02 | 2.21 | 2.58 | 8.33 | 5.02 | 2.75 | 20.89 | |
| VAU-R12026.02 | 1.45 | 2.24 | 8.05 | 4.32 | 2.39 | 18.45 |