Classification on CIFAR10 (Robust Accuracy, Clean Accuracy, Delta Gain)
41.35Robust AccuracyTTE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 41.35 | 84.74 | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 40.66 | 70.69 | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 33.61 | 64.61 | — | |
| TTCtype=Test-time Defence2025.03 | 29.04 | 81.18 | 28.17 | |
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 28.75 | 81.18 | 28.01 | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 19.65 | 74.44 | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 17.22 | 78.23 | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 12.39 | 83.52 | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 3.34 | 84.9 | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 2.01 | 81.18 | — | |
| CLIP2025.03 | 0.87 | 85.12 | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 0.74 | 85.12 | — |