Unsupervised Domain Adaptation on DomainNet mini (test)
87.3Average AccuracyUniMoS
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniMoSBackbone=ViT-B2024.03 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true2024.03 | 87.3 | — | — | — | — | 86.2 | 93.2 | 83.2 | 86.9 | 93.2 | 83.2 | 86.8 | 86 | 82.8 | 87 | 86.2 | 93.3 | |
| ADCLIPBackbone=ViT-B2024.03 | 86.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADCLIPBackbone=ViT-B, CLIP-based=true2024.03 | 86.9 | — | — | — | — | 84.3 | 93.7 | 82.4 | 87.5 | 93.5 | 82.4 | 87.3 | 84.5 | 81.6 | 87.9 | 84.8 | 93 | |
| DAPromptBackbone=ViT-B2024.03 | 85.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAPromptBackbone=ViT-B, CLIP-based=true2024.03 | 85.8 | — | — | — | — | 83.3 | 92.4 | 81.1 | 86.4 | 92.1 | 81 | 86.7 | 83.3 | 80.8 | 86.8 | 83.5 | 91.9 | |
| CLIPBackbone=ViT-B2024.03 | 82.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=ViT-B, CLIP-based=true2024.03 | 82.8 | — | — | — | — | 80.3 | 90.5 | 77.8 | 82.7 | 90.5 | 77.8 | 82.7 | 80.3 | 77.8 | 82.7 | 80.3 | 90.5 | |
| UniMoSBackbone=ResNet-502024.03 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMoSBackbone=ResNet50, CLIP-based=true2024.03 | 78 | — | — | — | — | 76 | 88.9 | 72.1 | 75.5 | 89.2 | 71.1 | 75.1 | 75.9 | 70.5 | 76.4 | 76.3 | 88.9 | |
| ADCLIPBackbone=ResNet-502024.03 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADCLIPBackbone=ResNet50, CLIP-based=true2024.03 | 75.2 | — | — | — | — | 71.7 | 88.1 | 66 | 73.2 | 86.9 | 65.2 | 73.6 | 73 | 68.4 | 72.3 | 74.2 | 89.3 | |
| DAPromptBackbone=ResNet-502024.03 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAPromptBackbone=ResNet50, CLIP-based=true2024.03 | 74.8 | — | — | — | — | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | |
| CLIPBackbone=ResNet-502024.03 | 71.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=ResNet50, CLIP-based=true2024.03 | 71.2 | — | — | — | — | 67.9 | 84.8 | 62.9 | 69.1 | 84.8 | 62.9 | 69.2 | 67.9 | 62.9 | 69.1 | 67.9 | 84.8 | |
| FAR2020.06 | 57.03 | 66.51 | 50.48 | 61.11 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MME2020.06 | 55.52 | 68.09 | 47.14 | 63.33 | 43.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3SDA2020.06 | 55.03 | 64.18 | 49.05 | 57.7 | 49.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANN2020.06 | 54.6 | 65.55 | 46.27 | 58.68 | 47.88 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCTN2020.06 | 54.49 | 62.06 | 48.79 | 58.85 | 48.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline2020.06 | 53.14 | 62.86 | 47.94 | 58.73 | 43.02 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCD2020.06 | 53.03 | 62.91 | 45.77 | 57.57 | 45.88 | — | — | — | — | — | — | — | — | — | — | — | — |