Classification on Caltech101 (Robustness Metrics)
85.6Robust AccuracyA-TPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| A-TPTBackbone=ViT-B/162026.05 | 85.6 | — | — | — | — | |
| R-TPTBackbone=ViT-B/162026.05 | 82 | — | — | — | — | |
| A-TPTBackbone=ViT-B/322026.05 | 79.8 | — | — | — | — | |
| R-TPTBackbone=ViT-B/322026.05 | 76.4 | — | — | — | — | |
| MTABackbone=ViT-B/322026.05 | 76.3 | — | — | — | — | |
| TPT-EnsembleBackbone=ViT-B/322026.05 | 74.9 | — | — | — | — | |
| TPT-EnsembleBackbone=ViT-B/162026.05 | 74.7 | — | — | — | — | |
| MTABackbone=ViT-B/162026.05 | 72.1 | — | — | — | — | |
| TTEMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 67.56 | 85.84 | — | — | — | |
| TTCMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 65.78 | 86.53 | 51.11 | — | — | |
| PMG-AFTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 61.08 | 75.45 | — | — | — | |
| TeCoAMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 55.51 | 71.68 | — | — | — | |
| FAREMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 50.74 | 80.95 | — | — | — | |
| Anti-advMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 34.81 | 84.02 | — | — | — | |
| HDMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 31.53 | 82.33 | — | — | — | |
| TTCBackbone=ViT-B/322026.05 | 22.7 | — | — | — | — | |
| RNMode=Test-time Defence, Attack=10-step PGD, epsilon=1/2552025.03 | 18.9 | 86.61 | — | — | — | |
| CLIPAttack=10-step PGD, epsilon=1/2552025.03 | 14.67 | 85.66 | — | — | — | |
| CLIP-FTMode=Adversarial Finetuning, Attack=10-step PGD, epsilon=1/2552025.03 | 14.21 | 83.63 | — | — | — | |
| TTCBackbone=ViT-B/162026.05 | 8.4 | — | — | — | — | |
| CLIPBackbone=ViT-B/162026.05 | 0 | — | — | — | — | |
| CLIPBackbone=ViT-B/322026.05 | 0 | — | — | — | — | |
| TiTok-S128Setup=Clean/Original2026.02 | — | 69 | — | 1 | 0 | |
| TiTok-S128Setup=Adversarial Training, Radius=4/2552026.02 | — | 68.2 | — | 37.4 | 12.8 | |
| TiTok-S128Setup=Adversarial Training, Radius=8/2552026.02 | — | 66.4 | — | 44 | 25.8 | |
| TiTok-S128Setup=Adversarial Training, Radius=12/2552026.02 | — | 62.6 | — | 43.8 | 30 | |
| TiTok-S128Setup=Adversarial Training, Radius=16/2552026.02 | — | 59.2 | — | 42.2 | 32 |