Image Classification on ImageNet (Clean Accuracy and Adversarial Accuracy)
81.42Clean AccuracyTPC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TPCZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 81.42 | 64.05 | |
| TGA-ZSRZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 80.26 | 61.46 | |
| TeCoAZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 80 | 61.74 | |
| PMG-AFTZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 77.84 | 60.02 | |
| Adv-W2SZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 75.84 | 58.3 | |
| Standard CLIPZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 74.9 | 0 | |
| FAREZero-shot=true, Attack=AutoAttack (epsilon=2/255)2026.07 | 72.96 | 43.56 | |
| A-TPTBackbone=ResNet502026.05 | 61.4 | 48.2 | |
| R-TPTBackbone=ResNet502026.05 | 60.9 | 47.7 | |
| MTABackbone=ResNet502026.05 | 60.4 | 30 | |
| CLIPBackbone=ResNet502026.05 | 58.2 | 0.1 | |
| TPT-EnsembleBackbone=ResNet502026.05 | 58 | 40.1 |