Untargeted Adversarial Attack on Flickr30K 1,000 images (test)
65.22ASRMPCAttack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MPCAttackVictim Model=Claude-3.52026.03 | 65.22 | 33.99 | |
| X-TransferVictim Model=Claude-3.52026.03 | 64.66 | 34.37 | |
| MPCAttackVictim Model=GPT-4o2026.03 | 61.84 | 35.76 | |
| AnyAttackVictim Model=Claude-3.52026.03 | 55.42 | 39.53 | |
| MPCAttackVictim Model=Average2026.03 | 54.89 | 40.2 | |
| MPCAttackVictim Model=GPT-52026.03 | 54.5 | 40.09 | |
| FOA-AttackVictim Model=Claude-3.52026.03 | 53.64 | 42.06 | |
| M-AttackVictim Model=Claude-3.52026.03 | 51.6 | 43.16 | |
| CoAVictim Model=Claude-3.52026.03 | 51.4 | 43.48 | |
| X-TransferVictim Model=GPT-4o2026.03 | 47.24 | 43.9 | |
| X-TransferVictim Model=Average2026.03 | 46.91 | 44.65 | |
| X-TransferVictim Model=GPT-52026.03 | 38.74 | 49.2 | |
| FOA-AttackVictim Model=GPT-4o2026.03 | 38.38 | 50.4 | |
| MPCAttackVictim Model=Gemini-2.02026.03 | 38 | 50.96 | |
| X-TransferVictim Model=Gemini-2.02026.03 | 37.02 | 51.11 | |
| M-AttackVictim Model=GPT-4o2026.03 | 36.6 | 52.05 | |
| M-AttackVictim Model=GPT-52026.03 | 36.4 | 52.1 | |
| FOA-AttackVictim Model=Average2026.03 | 36.07 | 52.14 | |
| M-AttackVictim Model=Average2026.03 | 35.82 | 52.46 | |
| FOA-AttackVictim Model=GPT-52026.03 | 32.78 | 53.71 | |
| AnyAttackVictim Model=Average2026.03 | 25.36 | 58.43 | |
| CoAVictim Model=Average2026.03 | 25.31 | 58.75 | |
| CoAVictim Model=GPT-4o2026.03 | 19.54 | 62.2 | |
| FOA-AttackVictim Model=Gemini-2.02026.03 | 19.48 | 62.37 | |
| M-AttackVictim Model=Gemini-2.02026.03 | 18.68 | 62.51 | |
| AnyAttackVictim Model=GPT-4o2026.03 | 16.92 | 63.56 | |
| CoAVictim Model=GPT-52026.03 | 15.66 | 63.94 | |
| AnyAttackVictim Model=Gemini-2.02026.03 | 14.74 | 65.17 | |
| CoAVictim Model=Gemini-2.02026.03 | 14.64 | 65.36 | |
| AnyAttackVictim Model=GPT-52026.03 | 14.36 | 65.45 |