Robust Classification on CIFAR-10
57.73Robust AccuracySAFT-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAFT-LAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 57.73 | 37.45 | |
| PMG-AFTAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 49.11 | 25.83 | |
| PMG-AFTAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 48.66 | 26.69 | |
| SAFT-LAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 42.88 | 30.06 | |
| TGA-ZSRAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 40.28 | 28.89 | |
| TGA-ZSRAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 36.42 | 29.94 | |
| TeCoAAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 31.11 | 23.93 | |
| TeCoAAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 29.81 | 23.64 |