Zero-shot Classification on Caltech-101 (Robustness Metrics)
68.23Robust AccuracySAFT-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAFT-LAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 68.23 | 37.45 | |
| TGA-ZSRAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 59.88 | 29.94 | |
| SAFT-LAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 59.64 | 30.06 | |
| TGA-ZSRAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 57.75 | 28.89 | |
| TeCoAAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 51.55 | 23.64 | |
| PMG-AFTAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 51.55 | 25.83 | |
| PMG-AFTAttack Protocol=AutoAttack (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 51.26 | 26.69 | |
| TeCoAAttack Protocol=C&W (ϵ = 1/255), Evaluation Setting=zero-shot2026.02 | 39.34 | 23.93 |