Image Classification on SUN397 (Robust Accuracy)
36.39Robust AccuracyAGFT
Evaluation Results
| Method | Links | |
|---|---|---|
| AGFTFine-tuned on=ImageNet2026.03 | 36.39 | |
| Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 34.61 | |
| TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 33.22 | |
| Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 32.63 | |
| PMG-AFTFine-tuned on=ImageNet2026.03 | 32.21 | |
| TeCoAFine-tuned on=ImageNet2026.03 | 32.12 | |
| GLADIATORFine-tuned on=ImageNet2026.03 | 31.86 | |
| TGA-ZSRFine-tuned on=ImageNet2026.03 | 31.12 | |
| TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 30.46 | |
| PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 22.21 | |
| PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 19.88 | |
| TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 19.7 | |
| TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 19.7 | |
| LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 18.51 | |
| FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 17.6 | |
| LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 17.58 | |
| FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 15.95 | |
| Comp-TGAZero-shot=true2026.03 | 13.63 | |
| TGA-ZSRZero-shot=true2026.03 | 12.24 | |
| PMG-AFTZero-shot=true2026.03 | 11.42 | |
| LAATZero-shot=true2026.03 | 9.13 | |
| TeCoAZero-shot=true2026.03 | 8.9 | |
| FT-Adv.Zero-shot=true2026.03 | 8.58 | |
| FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 8.33 | |
| FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 8.3 | |
| FAREZero-shot=true2026.03 | 2.98 | |
| CLIPMode=Zero-shot2026.03 | 1.08 | |
| CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 1 | |
| FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 0.82 | |
| CLIPZero-shot=true2026.03 | 0.52 | |
| FT-CleanZero-shot=true2026.03 | 0.43 |