Video Anomaly Description on UBnormal
50.32BLEU-4 (Target)RAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAESize=7B, Evaluation Protocol=one-shot2025.11 | 50.32 | 78.1 | |
| InternVLSize=8B, Evaluation Protocol=one-shot2025.11 | 49.84 | 71.63 | |
| MiniCPM-V 2.6Size=7B, Evaluation Protocol=one-shot2025.11 | 46.7 | 72.88 | |
| Qwen2.5-VLSize=7B, Evaluation Protocol=one-shot2025.11 | 44.35 | 70.82 | |
| LLaVA-1.6Size=7B, Evaluation Protocol=one-shot2025.11 | 42.11 | 68.07 | |
| Idefics2Size=8B, Evaluation Protocol=one-shot2025.11 | 39.51 | 65.92 | |
| Qwen2.5-VLSize=7B, Evaluation Protocol=zero-shot2025.11 | 16.2 | 24.18 |