Image Classification on Caltech-101 (Clean and Robust Accuracy)
72.16Robust AccuracyComp-TGA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Comp-TGAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 72.16 | — | |
| TGA-ZSRProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 70.97 | — | |
| Comp-TGAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 70.31 | — | |
| TGA-ZSRMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 68.28 | — | |
| PMG-AFTProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 62.42 | — | |
| PMG-AFTMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 60.74 | — | |
| TeCoAMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 55.86 | — | |
| TeCoAProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 55.86 | — | |
| LAATProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 55.85 | — | |
| LAATMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 55.13 | — | |
| FT-Adv.Mode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 51.03 | — | |
| FT-Adv.Protocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 50.73 | — | |
| FAREProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 45.96 | — | |
| Comp-TGAZero-shot=true2026.03 | 45.71 | — | |
| FAREMode=Zero-shot, Attack=Adaptive Attack, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 45.51 | — | |
| PMG-AFTZero-shot=true2026.03 | 41.86 | — | |
| TGA-ZSRZero-shot=true2026.03 | 40.84 | — | |
| LAATZero-shot=true2026.03 | 38.66 | — | |
| TeCoAZero-shot=true2026.03 | 34.94 | — | |
| FT-Adv.Zero-shot=true2026.03 | 33.43 | — | |
| SAFT-LAttack=PGD-100, Epsilon=4/255, Evaluation Protocol=Zero-shot2026.02 | 27.63 | — | |
| FAREZero-shot=true2026.03 | 23.97 | — | |
| TGA-ZSRAttack=PGD-100, Epsilon=4/255, Evaluation Protocol=Zero-shot2026.02 | 22.73 | — | |
| PMG-AFTAttack=PGD-100, Epsilon=4/255, Evaluation Protocol=Zero-shot2026.02 | 20.33 | — | |
| CLIPProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 19.88 | — | |
| FT-CleanProtocol=Zero-shot, Attack=PGD, Epsilon=1/255, Training Dataset=Tiny-ImageNet2026.03 | 14.95 | — | |
| CLIPZero-shot=true2026.03 | 14.28 | — | |
| FT-CleanZero-shot=true2026.03 | 13.02 | — | |
| TeCoAAttack=PGD-100, Epsilon=4/255, Evaluation Protocol=Zero-shot2026.02 | 11.18 | — |