Image Classification on ImageNet S R V2
66.6Domain Shift Accuracy (Same Classes)WISE-FT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WISE-FTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 66.6 | 0 | |
| TPGMBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 65.5 | 0 | |
| SPDBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 64.9 | 0 | |
| FLYPBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 64.67 | 0 | |
| GRACEBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 63.1 | 25.97 | |
| CLIPBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 62.6 | 0 | |
| Vanilla FTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 60.43 | 0 | |
| PMG-AFTBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 51.47 | 23.87 | |
| LAATBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 49.07 | 20.43 | |
| FAREBackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 48.17 | 16.2 | |
| TeCoABackbone=ViT-B/16, Adversarial Perturbation Strength (ϵ)=4/2552026.03 | 47.2 | 21.9 |