OCR VQA on TextVQA (test)
61.9Pre AccuracyFGSM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FGSMModel=PrismVLM, Attack Type=White-box2026.02 | 61.9 | 49.7 | 12.2 | |
| PGDModel=PrismVLM, Attack Type=White-box2026.02 | 61.9 | 31.4 | 30.5 | |
| MEFModel=PrismVLM, Attack Type=White-box2026.02 | 61.9 | 31.1 | 30.8 | |
| MIModel=PrismVLM, Attack Type=White-box2026.02 | 61.9 | 31.6 | 30.3 | |
| MDCS-MIModel=PrismVLM, Attack Type=White-box2026.02 | 61.9 | 27 | 34.9 | |
| FGSMModel=LLaVA-1.5, Attack Type=White-box2026.02 | 58.5 | 53.7 | 4.8 | |
| PGDModel=LLaVA-1.5, Attack Type=White-box2026.02 | 58.5 | 37.5 | 21 | |
| MEFModel=LLaVA-1.5, Attack Type=White-box2026.02 | 58.5 | 36.3 | 22.2 | |
| MIModel=LLaVA-1.5, Attack Type=White-box2026.02 | 58.5 | 37.2 | 21.3 | |
| MDCS-MIModel=LLaVA-1.5, Attack Type=White-box2026.02 | 58.5 | 35.4 | 23.1 |