Black-box Adversarial Attack on Gemini 2.5-Pro
0.87KMRaM-Attack-V2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| M-Attack-V2Model=Ensemble2026.02 | 0.87 | 0.72 | 0.22 | 0.97 | |
| M-AttackModel=Ensemble2026.02 | 0.81 | 0.57 | 0.15 | 0.83 | |
| FOA-AttackModel=Ensemble2026.02 | 0.61 | 0.8 | 0.15 | 0.86 | |
| AnyAttackModel=Ensemble2026.02 | 0.35 | 0.06 | 0.01 | 0.34 | |
| AttackVLMModel=B/322026.02 | 0.09 | 0.05 | 0 | 0.02 | |
| AttackVLMModel=Laion, Pre-trained on LAION=true2026.02 | 0.09 | 0.05 | 0 | 0.01 | |
| AttackVLMModel=B/162026.02 | 0.08 | 0.04 | 0 | 0 | |
| SSA-CWAModel=Ensemble2026.02 | 0.05 | 0.03 | 0.01 | 0.08 | |
| AdvDiffVLMModel=Ensemble2026.02 | 0.03 | 0.01 | 0 | 0 |