Video Anomaly Description on ShanghaiTech
62.67BLEU-4 (Target)RAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAESize=7B, Evaluation Protocol=one-shot2025.11 | 62.67 | 88.84 | |
| InternVLSize=8B, Evaluation Protocol=one-shot2025.11 | 55.73 | 82.65 | |
| MiniCPM-V 2.6Size=7B, Evaluation Protocol=one-shot2025.11 | 52.34 | 80.41 | |
| Qwen2.5-VLSize=7B, Evaluation Protocol=one-shot2025.11 | 50.42 | 78.91 | |
| LLaVA-1.6Size=7B, Evaluation Protocol=one-shot2025.11 | 47.68 | 75.42 | |
| Idefics2Size=8B, Evaluation Protocol=one-shot2025.11 | 44.29 | 73.84 | |
| Qwen2.5-VLSize=7B, Evaluation Protocol=zero-shot2025.11 | 18.74 | 27.33 |