Image Classification on DomainNet Mini (Domain Transfer)
86.4Acc (Cl -> Pn)DAMP
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAMPBackbone=ViT-B/162024.03 | 86.4 | 93.3 | 83.5 | 87.2 | 93.4 | 84.1 | 87.2 | 86.5 | 82.5 | 87.3 | 86.6 | 93.4 | 87.6 | |
| AD-CLIPBackbone=ViT-B/162024.03 | 84.3 | 93.7 | 82.4 | 87.5 | 93.5 | 82.4 | 87.3 | 84.5 | 81.6 | 87.9 | 84.8 | 93 | 86.9 | |
| DAPromptBackbone=ViT-B/162024.03 | 83.3 | 92.4 | 81.1 | 86.4 | 92.1 | 81 | 86.7 | 83.3 | 80.8 | 86.8 | 83.5 | 91.9 | 85.8 | |
| CLIPBackbone=ViT-B/162024.03 | 80.3 | 90.5 | 77.8 | 82.7 | 90.5 | 77.8 | 82.7 | 80.3 | 77.8 | 82.7 | 80.3 | 90.5 | 82.8 | |
| DAMPBackbone=ResNet-502024.03 | 76.7 | 88.5 | 71.7 | 74.2 | 88.7 | 70.8 | 74.4 | 75.7 | 70.5 | 74.9 | 76.1 | 88.2 | 77.5 | |
| DAPromptBackbone=ResNet-502024.03 | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | 74.8 | |
| AD-CLIPBackbone=ResNet-502024.03 | 71.7 | 88.1 | 66 | 73.2 | 86.9 | 65.2 | 73.6 | 73 | 68.4 | 72.3 | 74.2 | 89.3 | 75.2 | |
| CLIPBackbone=ResNet-502024.03 | 67.9 | 84.8 | 62.9 | 69.1 | 84.8 | 62.9 | 69.2 | 67.9 | 62.9 | 69.1 | 67.9 | 84.8 | 71.2 | |
| ViT-BBackbone=ViT-B/162024.03 | 63.3 | 79 | 56.4 | 62.6 | 83.3 | 55.4 | 62 | 70.3 | 53.5 | 63 | 63.6 | 75.8 | 65.7 | |
| ResNet-50Backbone=ResNet-502024.03 | 52.1 | 63 | 49.4 | 55.9 | 73 | 51.1 | 56.8 | 61 | 50 | 54 | 48.9 | 60.3 | 56.3 |