Zero-shot Classification on OxfordPets
88.9Top-1 Clean AccCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPDefense Category=Original2026.01 | 88.9 | 0 | — | |
| CSRDefense Category=Test-Time Defense2026.01 | 88.9 | 65.9 | — | |
| Anti-AdvDefense Category=Test-Time Defense2026.01 | 86.5 | 36.7 | — | |
| R-TPTDefense Category=Test-Time Defense2026.01 | 85.8 | 68.3 | — | |
| SAFT-L2026.02 | 85.47 | — | 56.12 | |
| TTEDefense Category=Test-Time Defense2026.01 | 84.8 | 12.5 | — | |
| CLIP2026.02 | 84.71 | — | 12.02 | |
| FARE2026.02 | 84.57 | — | 52.85 | |
| HDDefense Category=Test-Time Defense2026.01 | 84.2 | 4 | — | |
| TGA-ZSR2026.02 | 84.06 | — | 52.41 | |
| SAFT-M2026.02 | 83.57 | — | 53.53 | |
| LPFDefense Category=Test-Time Defense2026.01 | 79.4 | 41.7 | — | |
| FAREDefense Category=Adversarial Fine-tuning2026.01 | 79.3 | 74.3 | — | |
| TTCDefense Category=Test-Time Defense2026.01 | 78.8 | 27 | — | |
| TeCoA2026.02 | 77.21 | — | 49.88 | |
| PMG-AFT2026.02 | 75.22 | — | 51.16 | |
| TeCoADefense Category=Adversarial Fine-tuning2026.01 | 71.3 | 69.3 | — |