Classification on FGVC-Aircraft (Robust Accuracy & Zero-shot)
3.93Robust AccuracySAFT-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAFT-LAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 3.93 | 37.45 | |
| TGA-ZSRAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 2.91 | 29.94 | |
| SAFT-LAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 2.79 | 30.06 | |
| TGA-ZSRAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 2.31 | 28.89 | |
| TeCoAAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 1.5 | 23.93 | |
| TeCoAAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 1.29 | 23.64 | |
| PMG-AFTAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 1.05 | 25.83 | |
| PMG-AFTAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 0.99 | 26.69 |