Image Classification on ImageNet (Top-1 Clean Accuracy, Top-1 Robust Accuracy)
65.96Top-1 Clean AccuracyCLBP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLBPmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 65.96 | 55.24 | |
| CLIPmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 59.69 | 1.46 | |
| SCCmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 56.03 | 45.75 | |
| Anti-advmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 54.27 | 9.37 | |
| CLIP-FTmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 54.24 | 1.27 | |
| TTCmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 49.49 | 36.01 | |
| FAREmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 48.79 | 27.71 | |
| PMG-AFTmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 36.12 | 19.42 | |
| TeCoAmode=zero-shot, attack=CW-ℓ∞, epsilon_a=1/2552026.05 | 34.89 | 18.28 |