Black-Box LVLM Attack on PatternNet
88KMRaM-Attack-V2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| M-Attack-V2Target Model=Gemini 2.52026.02 | 88 | 68 | 22 | 97 | |
| M-AttackTarget Model=Gemini 2.52026.02 | 86 | 71 | 23 | 91 | |
| M-Attack-V2Target Model=GPT-4o2026.02 | 83 | 71 | 24 | 93 | |
| M-AttackTarget Model=GPT-4o2026.02 | 79 | 66 | 21 | 93 | |
| M-Attack-V2Target Model=Claude 3.72026.02 | 58 | 40 | 9 | 73 | |
| M-AttackTarget Model=Claude 3.72026.02 | 33 | 17 | 4 | 48 | |
| AttackVLMTarget Model=Gemini 2.52026.02 | 9 | 4 | 0 | 3 | |
| SSA-CWATarget Model=Gemini 2.52026.02 | 8 | 2 | 1 | 15 | |
| AttackVLMTarget Model=GPT-4o2026.02 | 6 | 1 | 0 | 2 | |
| AnyAttackTarget Model=GPT-4o2026.02 | 6 | 3 | 0 | 5 | |
| AttackVLMTarget Model=Claude 3.72026.02 | 6 | 2 | 0 | 0 | |
| AnyAttackTarget Model=Gemini 2.52026.02 | 6 | 2 | 0 | 5 | |
| SSA-CWATarget Model=GPT-4o2026.02 | 5 | 2 | 0 | 13 | |
| SSA-CWATarget Model=Claude 3.72026.02 | 4 | 3 | 0 | 7 | |
| AnyAttackTarget Model=Claude 3.72026.02 | 3 | 1 | 0 | 5 |