Image Classification on ImageNet (Average Robust Accuracy)
52.8Average Robust AccuracyTGA-ZSR
Evaluation Results
| Method | Links | |
|---|---|---|
| TGA-ZSRFine-tuned on=ImageNet2026.03 | 52.8 | |
| AGFTFine-tuned on=ImageNet2026.03 | 44.95 | |
| GLADIATORFine-tuned on=ImageNet2026.03 | 44.53 | |
| TeCoAFine-tuned on=ImageNet2026.03 | 41.29 | |
| PMG-AFTFine-tuned on=ImageNet2026.03 | 35.05 | |
| Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 29.47 | |
| TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 28.74 | |
| PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 21.43 | |
| Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 20.71 | |
| TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 20.56 | |
| PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 19.86 | |
| LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 18.44 | |
| LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 18.43 | |
| TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 18.18 | |
| FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 17.26 | |
| TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 17.25 | |
| FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 17.22 | |
| Comp-TGAZero-shot=true2026.03 | 12.6 | |
| FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 12.18 | |
| TGA-ZSRZero-shot=true2026.03 | 11.47 | |
| PMG-AFTZero-shot=true2026.03 | 11.28 | |
| FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 10.54 | |
| LAATZero-shot=true2026.03 | 9.69 | |
| FT-Adv.Zero-shot=true2026.03 | 8.81 | |
| TeCoAZero-shot=true2026.03 | 8.43 | |
| FAREZero-shot=true2026.03 | 3.9 | |
| CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 1.24 | |
| CLIPMode=Zero-shot2026.03 | 1.13 | |
| FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 1.08 | |
| CLIPZero-shot=true2026.03 | 0.71 | |
| FT-CleanZero-shot=true2026.03 | 0.54 | |
| CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 0.51 | |
| FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 0.5 |