Adversarial Attack on 1,000-pair benchmark Qwen3-VL-8B
67ASR (%)FRA-Attack
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FRA-AttackSimilarity Threshold=0.72026.05 | 67 | 0.653 | |
| M-Attack-V2Similarity Threshold=0.72026.05 | 60.9 | 0.62 | |
| FOA-AttackSimilarity Threshold=0.72026.05 | 47.7 | 0.547 | |
| M-AttackSimilarity Threshold=0.72026.05 | 43.7 | 0.509 | |
| AttackVLMSimilarity Threshold=0.72026.05 | 1 | 0.073 | |
| AdvDiffVLMSimilarity Threshold=0.72026.05 | 0 | 0.033 | |
| SSA-CWASimilarity Threshold=0.72026.05 | 0 | 0.024 | |
| AnyAttackSimilarity Threshold=0.72026.05 | 0 | 0.037 |