Adversarial Attack on DALLE-3
89.3Classification AccuracyMMAS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MMASTarget Model=MiniGPT-4, config=Full2026.05 | 89.3 | 88.6 | 87.5 | 89.8 | 88.8 | |
| MMASTarget Model=Flamingo, config=Full2026.05 | 87.2 | 89.9 | 90.2 | 93.7 | 90.3 | |
| MMASTarget Model=BLIP-2, config=Full2026.05 | 86.6 | 87.3 | 91 | 93.8 | 89.7 | |
| TA-UAPTarget Model=MiniGPT-42026.05 | 84.3 | 83.6 | 82.5 | 84.8 | 83.8 | |
| MMASTarget Model=LLaVA, config=Full2026.05 | 83.5 | 89.6 | 85.4 | 90.3 | 87.2 | |
| TA-UAPTarget Model=Flamingo2026.05 | 82.2 | 84.9 | 85.2 | 88.7 | 85.2 | |
| TA-UAPTarget Model=BLIP-22026.05 | 82.1 | 79.9 | 87.5 | 88.6 | 84.5 | |
| TC-UAPTarget Model=MiniGPT-42026.05 | 81.3 | 80.6 | 79.5 | 81.8 | 80.8 | |
| TC-UAPTarget Model=Flamingo2026.05 | 79.2 | 81.9 | 82.2 | 85.7 | 82.2 | |
| TC-UAPTarget Model=BLIP-22026.05 | 78.8 | 75.4 | 83.8 | 84.7 | 80.7 | |
| TA-UAPTarget Model=LLaVA2026.05 | 78.5 | 84.6 | 80.4 | 85.3 | 82.2 | |
| TC-UAPTarget Model=LLaVA2026.05 | 75.5 | 81.6 | 77.4 | 82.3 | 79.2 | |
| CleanTarget Model=Flamingo2026.05 | 40.6 | 45.2 | 42.7 | 47.9 | 44.1 | |
| CleanTarget Model=BLIP-22026.05 | 32.5 | 37.8 | 41 | 43.9 | 38.8 | |
| CleanTarget Model=LLaVA2026.05 | 31 | 42 | 47.2 | 49.5 | 42.4 | |
| CleanTarget Model=MiniGPT-42026.05 | 30.2 | 32.5 | 36.7 | 39.2 | 34.7 |