Image Classification on Caltech-256 (Robust Accuracy)
60.83Robust AccuracyComp-TGA
Evaluation Results
| Method | Links | |
|---|---|---|
| Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 60.83 | |
| TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 60.06 | |
| Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 58.93 | |
| TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 57.37 | |
| TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 46.98 | |
| Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 46.32 | |
| PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 45.99 | |
| PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 44.79 | |
| PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 44.39 | |
| TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 41.88 | |
| TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 41.88 | |
| LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 41.65 | |
| LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 41.23 | |
| TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 41.12 | |
| LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 40.2 | |
| FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 40.18 | |
| FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 40.16 | |
| FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 38.35 | |
| FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 36.64 | |
| Comp-TGAZero-shot=true2026.03 | 35.08 | |
| FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 34.35 | |
| FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 34.02 | |
| TGA-ZSRZero-shot=true2026.03 | 32.37 | |
| PMG-AFTZero-shot=true2026.03 | 28.38 | |
| LAATZero-shot=true2026.03 | 26.87 | |
| FT-Adv.Zero-shot=true2026.03 | 24.14 | |
| TeCoAZero-shot=true2026.03 | 23.92 | |
| FAREZero-shot=true2026.03 | 16.95 | |
| CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 12.6 | |
| FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 9.69 | |
| CLIPZero-shot=true2026.03 | 9.18 | |
| FT-CleanZero-shot=true2026.03 | 7.96 | |
| FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 1.49 | |
| CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 0.32 |