Image Classification on STL-10 (Average Robust Accuracy)
86.23Average Robust AccuracyComp-TGA
Evaluation results
| Method | Links | |
|---|---|---|
| Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 86.23 | |
| TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 84.22 | |
| PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 74.51 | |
| FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 69.55 | |
| LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 67.79 | |
| TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 67.19 | |
| Comp-TGAZero-shot=true2026.03 | 61.8 | |
| LAATZero-shot=true2026.03 | 60.35 | |
| FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 59.59 | |
| TGA-ZSRZero-shot=true2026.03 | 56.48 | |
| PMG-AFTZero-shot=true2026.03 | 47.69 | |
| FT-Adv.Zero-shot=true2026.03 | 45.13 | |
| FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 40 | |
| TeCoAZero-shot=true2026.03 | 39.87 | |
| FT-CleanZero-shot=true2026.03 | 37.16 | |
| FAREZero-shot=true2026.03 | 33.72 | |
| CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 26.11 | |
| CLIPZero-shot=true2026.03 | 20.35 |