Domain Adaptation on Office-Home Ar -> Cl (test)
79.32Overall AccuracyOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleBackbone=ResNet-502023.11 | 79.32 | 82.46 | |
| LOLSGD + Ldistill + LrankBackbone=ResNet-50, Classifier=Frozen, Regularization=Ldistill + Lrank2023.11 | 60.83 | 51.75 | |
| SGD + LrankBackbone=ResNet-50, Classifier=Frozen, Regularization=Lrank2023.11 | 59.17 | 39.47 | |
| LOLSGD + LrankBackbone=ResNet-50, Classifier=Frozen, Regularization=Lrank2023.11 | 58.57 | 43.86 | |
| LOLSGD + LdistillBackbone=ResNet-50, Classifier=Frozen, Regularization=Ldistill2023.11 | 57.44 | 46.35 | |
| SGD + LdistillBackbone=ResNet-50, Classifier=Frozen, Regularization=Ldistill2023.11 | 56.54 | 39.18 | |
| LOLSGDBackbone=ResNet-50, Classifier=Frozen2023.11 | 56.47 | 35.09 | |
| SWADBackbone=ResNet-50, Classifier=Frozen2023.11 | 53.38 | 26.46 | |
| SWABackbone=ResNet-50, Classifier=Frozen2023.11 | 53.23 | 26.32 | |
| SGDBackbone=ResNet-50, Classifier=Frozen2023.11 | 52.11 | 24.12 | |
| IN onlyBackbone=ResNet-50, Normalization=Instance Normalization2023.11 | 48.96 | 49.42 | |
| BN (stats) onlyBackbone=ResNet-50, Normalization=Batch Normalization (stats)2023.11 | 47.44 | 50.44 | |
| SourceBackbone=ResNet-502023.11 | 47.07 | 50.29 | |
| BN onlyBackbone=ResNet-50, Normalization=Batch Normalization2023.11 | 45.94 | 14.33 | |
| Naive TargetBackbone=ResNet-502023.11 | 44.96 | 9.06 | |
| LP-FTBackbone=ResNet-502023.11 | 43.91 | 6.73 |