Image Classification on Tiny-ImageNet (Robust Accuracy)
69.22Robust AccuracyComp-TGA
Evaluation Results
| Method | Links | |
|---|---|---|
| Comp-TGAProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 69.22 | |
| Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 66.65 | |
| TGA-ZSRProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 63.95 | |
| TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 60.53 | |
| Comp-TGAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 54.41 | |
| LAATZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 53.49 | |
| LAATProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 52.71 | |
| FT-Adv.Zero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 52.46 | |
| TGA-ZSRZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 52.09 | |
| FT-Adv.Protocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 51.59 | |
| FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 51 | |
| LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 49.27 | |
| PMG-AFTProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 47.11 | |
| PMG-AFTZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 45.2 | |
| PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 44.19 | |
| Comp-TGAZero-shot=true2026.03 | 39.54 | |
| TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 37.57 | |
| TeCoAProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 37.57 | |
| TeCoAZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 36.71 | |
| LAATZero-shot=true2026.03 | 33.52 | |
| TGA-ZSRZero-shot=true2026.03 | 33.18 | |
| FT-Adv.Zero-shot=true2026.03 | 29.33 | |
| FAREZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 28.59 | |
| PMG-AFTZero-shot=true2026.03 | 25.3 | |
| FAREProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 23.88 | |
| FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 22.64 | |
| TeCoAZero-shot=true2026.03 | 18.17 | |
| FT-CleanProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 13.55 | |
| FT-CleanZero-shot=true2026.03 | 12.44 | |
| FAREZero-shot=true2026.03 | 12.41 | |
| CLIPProtocol=Seen-set, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 0.88 | |
| CLIPZero-shot=true2026.03 | 0.64 | |
| FT-CleanZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 0.15 | |
| CLIPZero-shot=true, Attack=APGD (epsilon=1/255)2026.03 | 0.02 |