Zero-shot Classification on Fine-Grained Suite (OxfordPets, Flowers102, Food101, StanfordCars)
76.7Top-1 Accuracy (Clean)R-TPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| R-TPTEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 76.7 | 46.4 | 42.8 | |
| CLIPEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 76.2 | 0 | 0 | |
| CSREvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 74.8 | 75.4 | 60.3 | |
| Anti-AdvEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 74.1 | 1.7 | 0 | |
| TTEEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 73.6 | 1.7 | 0.4 | |
| HDEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 72.8 | 0 | 0 | |
| LPFEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 68.2 | 11.3 | 8.2 | |
| FAREEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 59.7 | 55.7 | 55.2 | |
| TTCEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 59.7 | 2 | 0 | |
| TeCoAEvaluation Protocol=Zero-shot, Attack Budget=4/255, PGD Attack Steps=502026.01 | 39 | 35.8 | 35.7 |