Image Classification on Average Zero-shot (8 datasets)
71.48Clean Accuracy AvgVanilla FT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Vanilla FTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 71.48 | 0 | |
| GRACEBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 71.48 | 41.39 | |
| Vanilla FTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 71.48 | 0 | |
| GRACEBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 71.48 | 41.39 | |
| TPGMBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 70.55 | 0 | |
| TPGMBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 70.55 | 0 | |
| SPDBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 70.06 | 0 | |
| SPDBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 70.06 | 0 | |
| FLYPBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 69.91 | 0 | |
| FLYPBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 69.91 | 0 | |
| WISE-FTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 68.68 | 0 | |
| WISE-FTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 68.68 | 0 | |
| CLIPBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 64.92 | 0.13 | |
| CLIPBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 64.92 | 0.13 | |
| FAREBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 59.66 | 23.04 | |
| FAREBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 59.66 | 23.04 | |
| PMG-AFTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 53.37 | 38.51 | |
| PMG-AFTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 53.37 | 38.51 | |
| LAATBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 51.55 | 36.65 | |
| LAATBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 51.55 | 36.65 | |
| TeCoABackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 49.15 | 35.13 | |
| TeCoABackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 49.15 | 35.13 |