Image Classification on Stylized-ImageNet (test)
23.1AccuracyDAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DATBackbone=ViT-B/16, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 23.1 | — | |
| DAT + DADBackbone=ViT-B/16, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 22.6 | — | |
| DebiasedBackbone=ViT-B/16, Resolution=224x2242023.11 | 22.4 | — | |
| DADBackbone=ViT-B/16, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 22.4 | — | |
| AdvpropBackbone=ViT-B/16, Resolution=224x2242023.11 | 19.2 | — | |
| Pyramid ATBackbone=ViT-B/16, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 19.1 | — | |
| CLIPBackbone=ViT-B/16, Resolution=224x2242023.11 | 18.5 | — | |
| Fast AdvpropBackbone=ViT-B/16, Resolution=224x2242023.11 | 18.4 | — | |
| DebiasedBackbone=ResNet50, Resolution=224x2242023.11 | 17.4 | — | |
| AugReg-ViTBackbone=ViT-B/16, Resolution=224x2242023.11 | 16.6 | — | |
| DAT + DADBackbone=ResNet50, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 14.6 | — | |
| DABackbone=ResNet-502021.12 | 14.2 | — | |
| PRIMEBackbone=ResNet-502021.12 | 14 | — | |
| DADBackbone=ResNet50, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 13.1 | — | |
| AugMixBackbone=ResNet-502021.12 | 11.2 | — | |
| DATBackbone=ResNet50, Resolution=224x224, Teacher Model=ViT-L/142023.11 | 10.8 | — | |
| Pyramid ATBackbone=ResNet50, Resolution=224x2242023.11 | 10.4 | — | |
| AdvpropBackbone=ResNet50, Resolution=224x2242023.11 | 8 | — | |
| StandardBackbone=ResNet-502021.12 | 7.4 | — | |
| ResNet50Backbone=ResNet50, Resolution=224x2242023.11 | 7.4 | — | |
| ViTBackbone=ViT-B/16, Resolution=224x2242023.11 | 6.4 | — | |
| CoLANumber of Domains=102026.07 | — | 77 | |
| CoLANumber of Domains=202026.07 | — | 73.1 | |
| CoLANumber of Domains=302026.07 | — | 75 | |
| CoLANumber of Domains=402026.07 | — | 75.5 | |
| CoLANumber of Domains=502026.07 | — | 75.2 | |
| No AdaptNumber of Domains=102026.07 | — | 81.1 | |
| No AdaptNumber of Domains=202026.07 | — | 78.8 | |
| No AdaptNumber of Domains=302026.07 | — | 80 | |
| No AdaptNumber of Domains=402026.07 | — | 80.4 | |
| No AdaptNumber of Domains=502026.07 | — | 80.2 | |
| OursNumber of Domains=102026.07 | — | 71.8 | |
| OursNumber of Domains=202026.07 | — | 66.4 | |
| OursNumber of Domains=302026.07 | — | 67.9 | |
| OursNumber of Domains=402026.07 | — | 69.4 | |
| OursNumber of Domains=502026.07 | — | 69.2 | |
| T3ANumber of Domains=102026.07 | — | 81 | |
| T3ANumber of Domains=202026.07 | — | 78.7 | |
| T3ANumber of Domains=302026.07 | — | 79.8 | |
| T3ANumber of Domains=402026.07 | — | 80.3 | |
| T3ANumber of Domains=502026.07 | — | 80 |