Multi-source closed-set UDA on Office (A, D, W targets)
82.4Acc (Target A)DINE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DINEType=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 82.4 | 99.2 | 98.4 | 93.4 | |
| DINE (full)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 81.4 | 99 | 98.5 | 93 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 80.7 | 98.4 | 97.1 | 92.1 | |
| No Adapt.Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 77.2 | 88.2 | 89.2 | 84.9 | |
| DINE (full)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 77.1 | 99.2 | 98.2 | 91.5 | |
| DINEType=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 76.8 | 99.2 | 98.4 | 91.5 | |
| MIAN-γType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 76.2 | 99.2 | 98.4 | 91.3 | |
| CAiDAType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 75.8 | 99.8 | 98.9 | 91.6 | |
| DECISIONType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 75.4 | 98.4 | 99.6 | 91.1 | |
| MFSANType=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 72.7 | 99.5 | 98.5 | 90.2 | |
| SImpAl101Type=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 71.2 | 99.4 | 97.9 | 89.5 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 69.2 | 98.6 | 96.9 | 88.3 | |
| No Adapt.Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 64.5 | 82.3 | 80.7 | 75.8 |