Zero-shot Image Classification on 15 Datasets (test)
44.34Robust Accuracy (PGD-20, eps=1/255)Ours
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursAttack protocol=PGD-20, Evaluation mode=Zero-shot2026.04 | 44.34 | 27.19 | 16.05 | 9.92 | |
| AoSAttack protocol=PGD-20, Evaluation mode=Zero-shot2026.04 | 43.88 | 26.7 | 15.83 | 9.51 | |
| PMG-FTAttack protocol=PGD-20, Evaluation mode=Zero-shot2026.04 | 39.72 | 23.38 | 12.7 | 6.58 | |
| TeCoAAttack protocol=PGD-20, Evaluation mode=Zero-shot2026.04 | 38.91 | 25.43 | 14.72 | 8.38 | |
| FAREAttack protocol=PGD-20, Evaluation mode=Zero-shot2026.04 | 37.93 | 24.87 | 13.37 | 7.74 |