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Adversarial Attack on MME Untargeted

83.49ASRMPCAttack
22.327638.206354.08569.9637Mar 5, 2026

Evaluation results

MethodLinks
MPCAttackVictim Model=LLaVa-1.5-7B2026.0383.49
FOA-AttackVictim Model=LLaVa-1.5-7B2026.0371.52
M-AttackVictim Model=LLaVa-1.5-7B2026.0370.18
MPCAttackVictim Model=Average2026.0348.06
MPCAttackVictim Model=InternVL3-8B2026.0345.32
FOA-AttackVictim Model=Average2026.0338.77
M-AttackVictim Model=Average2026.0338
FOA-AttackVictim Model=InternVL3-8B2026.0332.69
MPCAttackVictim Model=Qwen2.5-VL-7B-Instruct2026.0331.84
MPCAttackVictim Model=glm-4.1v-9b-thinking2026.0331.59
M-AttackVictim Model=InternVL3-8B2026.0330.92
M-AttackVictim Model=Qwen2.5-VL-7B-Instruct2026.0326.2
FOA-AttackVictim Model=Qwen2.5-VL-7B-Instruct2026.0326.2
M-AttackVictim Model=glm-4.1v-9b-thinking2026.0324.68
FOA-AttackVictim Model=glm-4.1v-9b-thinking2026.0324.68