Multi-source closed-set UDA on Office-Caltech (Targets A, C, D, W)
0.968Acc (Target A)DINE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINEType=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.968 | 0.97 | 0.996 | 0.988 | 0.98 | |
| CAiDAType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.968 | 0.971 | 1 | 0.998 | 0.984 | |
| DINE (full)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.967 | 0.964 | 0.998 | 0.986 | 0.979 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.964 | 0.96 | 0.994 | 0.982 | 0.975 | |
| SHOTType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.962 | 0.962 | 0.985 | 0.998 | 0.977 | |
| SHOT++Type=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.962 | 0.965 | 0.994 | 1 | 0.98 | |
| DINE (full)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 0.961 | 0.953 | 0.981 | 0.989 | 0.971 | |
| DINEType=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 0.959 | 0.952 | 0.985 | 0.989 | 0.971 | |
| DECISIONType=Mod, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.959 | 0.959 | 1 | 0.996 | 0.98 | |
| SImpAl101Type=Data, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.956 | 0.946 | 1 | 1 | 0.975 | |
| DINE (w/o FT)Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 0.95 | 0.92 | 0.985 | 0.973 | 0.957 | |
| No Adapt.Type=Pred, Source backbone=ResNet-101 & ViT, Target backbone=ResNet-1012021.04 | 0.929 | 0.959 | 0.987 | 0.958 | 0.958 | |
| No Adapt.Type=Pred, Source backbone=ResNet-50 & ViT, Target backbone=ResNet-502021.04 | 0.849 | 0.887 | 0.93 | 0.885 | 0.888 |