Visual Question Answering on TextVQA Clean (test)
37.1VQA AccuracyCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIPET3 Defense=false2026.03 | 37.1 | |
| CLIPET3 Defense=true2026.03 | 37.1 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 31.9 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 31.9 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 27.6 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 27.4 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 24.2 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 24.1 | |
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 21 | |
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 20.7 |