Visual Question Answering on VQA Adversarial, epsilon_a = 4/255 v2
42.6VQA AccuracyTeCoA
Evaluation results
| Method | Links | |
|---|---|---|
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 42.6 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=true2026.03 | 42.2 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 40.7 | |
| CLIPET3 Defense=true2026.03 | 40 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=true2026.03 | 32.6 | |
| TeCoAAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 31.1 | |
| FAREAdversarial Training Strength (epsilon_t)=4/255, ET3 Defense=false2026.03 | 29.5 | |
| TeCoAAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 25.1 | |
| FAREAdversarial Training Strength (epsilon_t)=2/255, ET3 Defense=false2026.03 | 24.5 | |
| CLIPET3 Defense=false2026.03 | 0 |