Untargeted Adversarial Attack on Flickr30K
92.52ASRMPCAttack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MPCAttackVictim Model=LLaVa-1.5-7B2026.03 | 92.52 | 0.1442 | |
| FOA-AttackVictim Model=LLaVa-1.5-7B2026.03 | 77.2 | 0.2623 | |
| M-AttackVictim Model=LLaVa-1.5-7B2026.03 | 75.28 | 0.2835 | |
| MPCAttackVictim Model=GLM-4.1V-9B-Thinking2026.03 | 68.28 | 0.3171 | |
| MPCAttackVictim Model=Average2026.03 | 63.99 | 0.3393 | |
| MPCAttackVictim Model=InternVL3-8B2026.03 | 63 | 0.3511 | |
| X-TransferVictim Model=LLaVa-1.5-7B2026.03 | 49.2 | 0.417 | |
| X-TransferVictim Model=InternVL3-8B2026.03 | 46.54 | 0.4444 | |
| FOA-AttackVictim Model=Average2026.03 | 44.98 | 0.4642 | |
| X-TransferVictim Model=Average2026.03 | 43.58 | 0.4558 | |
| FOA-AttackVictim Model=GLM-4.1V-9B-Thinking2026.03 | 43.24 | 0.4747 | |
| X-TransferVictim Model=Qwen2.5-VL-7B2026.03 | 42.84 | 0.4499 | |
| M-AttackVictim Model=Average2026.03 | 42.58 | 0.4797 | |
| M-AttackVictim Model=GLM-4.1V-9B-Thinking2026.03 | 38.64 | 0.4974 | |
| FOA-AttackVictim Model=InternVL3-8B2026.03 | 37.26 | 0.5148 | |
| X-TransferVictim Model=GLM-4.1V-9B-Thinking2026.03 | 35.74 | 0.5117 | |
| M-AttackVictim Model=InternVL3-8B2026.03 | 35.36 | 0.528 | |
| AnyAttackVictim Model=Qwen2.5-VL-7B2026.03 | 35.2 | 0.5255 | |
| CoAVictim Model=Qwen2.5-VL-7B2026.03 | 32.55 | 0.5372 | |
| MPCAttackVictim Model=Qwen2.5-VL-7B2026.03 | 32.14 | 0.5447 | |
| CoAVictim Model=LLaVa-1.5-7B2026.03 | 29.5 | 0.557 | |
| AnyAttackVictim Model=LLaVa-1.5-7B2026.03 | 27.66 | 0.5622 | |
| AnyAttackVictim Model=Average2026.03 | 26.52 | 0.5759 | |
| CoAVictim Model=Average2026.03 | 25.28 | 0.5799 | |
| AnyAttackVictim Model=GLM-4.1V-9B-Thinking2026.03 | 24.6 | 0.5876 | |
| FOA-AttackVictim Model=Qwen2.5-VL-7B2026.03 | 22.22 | 0.6048 | |
| M-AttackVictim Model=Qwen2.5-VL-7B2026.03 | 21.02 | 0.6098 | |
| CoAVictim Model=GLM-4.1V-9B-Thinking2026.03 | 19.69 | 0.6093 | |
| CoAVictim Model=InternVL3-8B2026.03 | 19.48 | 0.6159 | |
| AnyAttackVictim Model=InternVL3-8B2026.03 | 18.6 | 0.6281 |