Prompt Injection Defense on Qwen2.5-VL-7B Video Evaluation Set
46.5UIAinjectARGUS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARGUSBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 46.5 | 45.6 | 0.2 | 0.2 | |
| ATBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 44.3 | 44.9 | 2.3 | 2.5 | |
| No DefenseBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 41.8 | 45.6 | 15.4 | 16.8 | |
| System PromptBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 38.5 | 42.9 | 11.5 | 12.3 | |
| RemovalBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 36 | 35.8 | 3 | 3.9 | |
| Ignore PromptBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 32.4 | 43.5 | 24 | 25.5 | |
| NoiseBackbone=Qwen2.5-VL-7B, Modality=Video2025.12 | 16.7 | 22.5 | 17.5 | 22.4 |