Image Classification on ImageNet Domain Generalization (Source, V2, Sketch, Adversarial, R)
72.33Accuracy (Source)DeKg
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeKgBackbone=ViT-B/162026.05 | 72.33 | 59.89 | 64.31 | 48.38 | 50.51 | 76.37 | |
| MAILBackbone=ViT-B/162026.05 | 72.1 | 60.68 | 64.5 | 49.67 | 50.7 | 77.8 | |
| MMRLBackbone=ViT-B/162026.05 | 72.03 | 60.66 | 64.47 | 49.17 | 51.2 | 77.8 | |
| MAIL++Backbone=ViT-B/162026.05 | 72.03 | 61.26 | 65.03 | 50.4 | 51.1 | 78.5 | |
| CoOpBackbone=ViT-B/162026.05 | 71.51 | 59.27 | 64.2 | 47.99 | 49.71 | 75.21 | |
| PromptSRCBackbone=ViT-B/162026.05 | 71.27 | 60.65 | 64.35 | 49.55 | 50.9 | 77.8 | |
| TCPBackbone=ViT-B/162026.05 | 71.2 | 60.51 | 64.6 | 49.5 | 51.2 | 76.73 | |
| CoOpOpBackbone=ViT-B/162026.05 | 71.02 | 59.91 | 64.07 | 48.75 | 50.63 | 76.18 | |
| MMABackbone=ViT-B/162026.05 | 71 | 60.47 | 64.33 | 49.13 | 51.12 | 77.32 | |
| BIP-DBackbone=ViT-B/162026.05 | 70.8 | 60.5 | 64.4 | 50 | 50.3 | 77.3 | |
| MaPLeBackbone=ViT-B/162026.05 | 70.72 | 60.28 | 64.07 | 49.15 | 50.9 | 76.98 | |
| CLIPBackbone=ViT-B/162026.05 | 66.73 | 57.17 | 60.83 | 46.15 | 47.77 | 73.96 |