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Adversarial Attack on MME Targeted

59.81ASRMPCAttack
7.945221.410134.87548.3399Mar 5, 2026

Evaluation results

MethodLinks
MPCAttackVictim Model=InternVL3-8B2026.0359.81
FOA-AttackVictim Model=InternVL3-8B2026.0347.09
M-AttackVictim Model=InternVL3-8B2026.0344.23
MPCAttackVictim Model=glm-4.1v-9b-thinking2026.0343.39
MPCAttackVictim Model=LLaVa-1.5-7B2026.0342.29
MPCAttackVictim Model=Average2026.0339.34
FOA-AttackVictim Model=glm-4.1v-9b-thinking2026.0338.5
FOA-AttackVictim Model=LLaVa-1.5-7B2026.0336.98
M-AttackVictim Model=LLaVa-1.5-7B2026.0335.38
M-AttackVictim Model=glm-4.1v-9b-thinking2026.0334.46
FOA-AttackVictim Model=Average2026.0333.44
M-AttackVictim Model=Average2026.0331
MPCAttackVictim Model=Qwen2.5-VL-7B-Instruct2026.0311.88
FOA-AttackVictim Model=Qwen2.5-VL-7B-Instruct2026.0311.2
M-AttackVictim Model=Qwen2.5-VL-7B-Instruct2026.039.94