Classification on CIFAR10 to STL natural resolution shift (target)
53.4175AccuracyREFINE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFINEstrategy=Residual Feature Integration2025.05 | 53.4175 | 0.8944 | 0.5301 | 25.975 | |
| LoRAstrategy=Low-Rank Adaptation2025.05 | 50.755 | 0.8813 | 0.493 | 5.675 | |
| LinearProbstrategy=Linear Probing2025.05 | 50.2725 | 0.8795 | 0.4955 | 18.925 | |
| Adapterstrategy=Adapter-tuning2025.05 | 49.29 | 0.8773 | 0.4865 | 15.675 | |
| NoTransstrategy=No Transfer2025.05 | 48.6925 | 0.8683 | 0.4831 | 26.8 | |
| DANN-Gatestrategy=Domain-Adversarial Neural Network with Gating2025.05 | 47.705 | 0.8659 | 0.4712 | 13.925 |