Domain Adaptation on Office-Home (Ar -> Pr)
75.75Overall AccuracyLOLSGD + Ldistill + Lrank
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOLSGD + Ldistill + LrankBackbone=ResNet-50, Classifier=Frozen, Regularization=Ldistill + Lrank2023.11 | 75.75 | 70.25 | |
| SGD + LdistillBackbone=ResNet-50, Classifier=Frozen, Regularization=Ldistill2023.11 | 72.81 | 61.63 | |
| IN onlyBackbone=ResNet-50, Normalization=Instance Normalization2023.11 | 68.19 | 71.13 | |
| SourceBackbone=ResNet-502023.11 | 67.45 | 72 | |
| BN (stats) onlyBackbone=ResNet-50, Normalization=Batch Normalization (stats)2023.11 | 65.03 | 70.88 | |
| Naive TargetBackbone=ResNet-502023.11 | 52.39 | 23.75 |