Image Classification on ImageNet ID Clean Adv
82.85Top-1 AccuracyTPGM
Evaluation Results
| Method | Links | |
|---|---|---|
| TPGMBackbone=ViT-B/16, Perturbation=Clean2026.03 | 82.85 | |
| FLYPBackbone=ViT-B/16, Perturbation=Clean2026.03 | 82.6 | |
| WISE-FTBackbone=ViT-B/16, Perturbation=Clean2026.03 | 82.5 | |
| SPDBackbone=ViT-B/16, Perturbation=Clean2026.03 | 82.4 | |
| GRACEBackbone=ViT-B/16, Perturbation=Clean2026.03 | 82.3 | |
| Vanilla FTBackbone=ViT-B/16, Perturbation=Clean2026.03 | 81.3 | |
| PMG-AFTBackbone=ViT-B/16, Perturbation=Clean2026.03 | 68.5 | |
| CLIPBackbone=ViT-B/16, Perturbation=Clean2026.03 | 68.35 | |
| TeCoABackbone=ViT-B/16, Perturbation=Clean2026.03 | 66.8 | |
| LAATBackbone=ViT-B/16, Perturbation=Clean2026.03 | 64.2 | |
| FAREBackbone=ViT-B/16, Perturbation=Clean2026.03 | 58.2 | |
| PMG-AFTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 33.6 | |
| GRACEBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 32.4 | |
| TeCoABackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 31.2 | |
| LAATBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 27.8 | |
| FAREBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 18.5 | |
| CLIPBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 | |
| Vanilla FTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 | |
| WISE-FTBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 | |
| FLYPBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 | |
| TPGMBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 | |
| SPDBackbone=ViT-B/16, Perturbation=Adversarial, Adversarial Attack Parameters=AutoAttack APGD-CE, ϵ=4/2552026.03 | 0 |