Image Classification on TinyImageNet (Robust Accuracy & Clean Accuracy)
48.64Robust AccuracyTeCoA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 48.64 | 70.86 | — | — | |
| TeCoAtype=Adversarial Finetuning2025.03 | 48 | 70.86 | — | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 46.12 | 66.85 | — | — | |
| PMG-AFTtype=Adversarial Finetuning2025.03 | 43.79 | 66.85 | — | — | |
| FAREtype=Adversarial Finetuning2025.03 | 27.71 | 73.63 | — | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 25.47 | 73.63 | — | — | |
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 20.64 | 51.84 | 20.45 | — | |
| TTCtype=Test-time Defence2025.03 | 19.75 | 51.85 | 19.39 | — | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 19.52 | 56.74 | — | — | |
| TTEtype=Test-time Defence2025.03 | 19.4 | 56.73 | — | — | |
| Anti-advtype=Test-time Defence2025.03 | 5.48 | 52.76 | — | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 4.46 | 52.55 | — | — | |
| HDtype=Test-time Defence2025.03 | 3.7 | 52.49 | — | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 3.11 | 51.37 | — | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 2.19 | 77.06 | — | — | |
| CLIP-FTtype=Adversarial Finetuning2025.03 | 1.06 | 77.06 | — | — | |
| RNtype=Test-time Defence2025.03 | 0.57 | 51.85 | — | — | |
| CLIPmode=Reference2025.03 | 0.36 | 57.64 | — | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 0.28 | 51.83 | — | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 0.19 | 57.64 | — | — | |
| CPE-FAnnotation Setting=Uniform2026.05 | — | — | — | 2.14 | |
| CPE-FAnnotation Setting=BICL2026.05 | — | — | 29.75 | 31.89 | |
| CPE-IAnnotation Setting=Uniform2026.05 | — | — | — | 1.67 | |
| CPE-IAnnotation Setting=BICL2026.05 | — | — | 20.03 | 21.7 | |
| CPE-TAnnotation Setting=Uniform2026.05 | — | — | — | 1.19 | |
| CPE-TAnnotation Setting=BICL2026.05 | — | — | 27.32 | 28.51 | |
| FWDAnnotation Setting=Uniform2026.05 | — | — | — | 4 | |
| FWDAnnotation Setting=BICL2026.05 | — | — | 28.15 | 32.15 | |
| Std-SuppAnnotation Setting=Standard Supervision2026.05 | — | — | — | 16.54 | |
| URE-TGAAnnotation Setting=Uniform2026.05 | — | — | — | 0.54 | |
| URE-TGAAnnotation Setting=BICL2026.05 | — | — | 0.05 | 0.49 | |
| URE-TNNAnnotation Setting=Uniform2026.05 | — | — | — | 0.6 | |
| URE-TNNAnnotation Setting=BICL2026.05 | — | — | 5.24 | 5.84 |