Robust Classification on Caltech-256 (Zero-shot Metrics)
57.68Robust AccuracySAFT-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAFT-LAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 57.68 | 37.45 | |
| TeCoAAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 52.66 | 23.93 | |
| TGA-ZSRAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 49.73 | 29.94 | |
| SAFT-LAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 45.64 | 30.06 | |
| TGA-ZSRAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 45.41 | 28.89 | |
| PMG-AFTAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 40.25 | 26.69 | |
| TeCoAAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 38.58 | 23.64 | |
| PMG-AFTAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 33.81 | 25.83 |