Adversarial Attack on 1,000-pair benchmark Llama-3.2-11B-V
38Attack Success Rate (ASR)FRA-Attack
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FRA-AttackSimilarity Threshold=0.72026.05 | 38 | 0.481 | |
| M-Attack-V2Similarity Threshold=0.72026.05 | 33.2 | 0.449 | |
| FOA-AttackSimilarity Threshold=0.72026.05 | 24.6 | 0.38 | |
| M-AttackSimilarity Threshold=0.72026.05 | 23.3 | 0.354 | |
| AttackVLMSimilarity Threshold=0.72026.05 | 1 | 0.025 | |
| AdvDiffVLMSimilarity Threshold=0.72026.05 | 0 | 0.034 | |
| SSA-CWASimilarity Threshold=0.72026.05 | 0 | 0.025 | |
| AnyAttackSimilarity Threshold=0.72026.05 | 0 | 0.028 |