Visual Question Answering on VQA Clean v2 (test)
74.5Accuracy (VQA)CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIPET3 Defense=false2026.03 | 74.5 | |
| CLIPET3 Defense=true2026.03 | 73.1 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 71.7 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 71.7 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 68.3 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 68.3 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 67.7 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 66.9 | |
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 63.2 | |
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 63.2 |