Image Classification on SUN397 (Adversarial Robustness including CW)
57.26Clean AccuracyCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIP2025.12 | 57.26 | 0.62 | 1.16 | 0.05 | |
| PMG-AFTFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/2552025.12 | 51.7 | 20.05 | 13.12 | 7.95 | |
| FAREFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/2552025.12 | 46.15 | 5.66 | 6.07 | 0.84 | |
| TGA-ZSRFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/2552025.12 | 43.1 | 21.57 | 20.83 | 19.88 | |
| UCATFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/2552025.12 | 41.06 | 20.44 | 19.2 | 18.26 | |
| TeCoAFine-tuning dataset=TinyImageNet, Adversarial training=2-step PGD, Epsilon=1/2552025.12 | 36.01 | 20.07 | 18.84 | 17.41 |