Multi-source closed-set UDA on Office-Home (Ar, Cl, Pr, Re targets)
83.6Accuracy (Ar)DINE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINEType=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 83.6 | 67 | 90.9 | 91.8 | 83.3 | |
| DINE (full)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 83.4 | 65.2 | 90.3 | 91.5 | 82.6 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 82.4 | 61 | 88.6 | 90.8 | 80.7 | |
| PCTType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 76.3 | 64.1 | 84.9 | 84.3 | 77.4 | |
| CAiDAType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 75.2 | 60.5 | 84.7 | 84.2 | 76.2 | |
| DINE (full)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 74.9 | 62.6 | 84.6 | 84.7 | 76.7 | |
| DINEType=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 74.8 | 64.1 | 85 | 84.6 | 77.1 | |
| No Adapt.Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 74.5 | 54.5 | 83.2 | 87.2 | 74.8 | |
| DECISIONType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 74.5 | 59.4 | 84.4 | 83.6 | 75.5 | |
| SImpAl101Type=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 73.4 | 62.4 | 81 | 82.7 | 74.8 | |
| SHOT++Type=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 73.1 | 61.3 | 84.3 | 84 | 75.7 | |
| SHOTType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 73 | 60.4 | 83.9 | 83.3 | 75.2 | |
| MFSANType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 72.1 | 62 | 80.3 | 81.8 | 74.1 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 70.8 | 57.1 | 80.9 | 82.1 | 72.7 | |
| MIAN-γType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 69.9 | 64.2 | 80.9 | 81.5 | 74.1 | |
| No Adapt.Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 54.9 | 49.9 | 69.6 | 76.7 | 62.8 |