Classification on USPS to MNIST (target)
70.046AccuracyREFINE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFINEstrategy=Residual Feature Integration2025.05 | 70.046 | 0.9582 | 0.6954 | 31.6157 | |
| LinearProbstrategy=Linear Probing2025.05 | 66.996 | 0.9469 | 0.6563 | 9.1576 | |
| LoRAstrategy=Low-Rank Adaptation2025.05 | 64.824 | 0.9333 | 0.6435 | 29.3265 | |
| NoTransstrategy=No Transfer2025.05 | 62.074 | 0.9566 | 0.5967 | 9.2863 | |
| Adapterstrategy=Adapter-tuning2025.05 | 61.866 | 0.9375 | 0.5952 | 8.875 | |
| DANN-Gatestrategy=Domain-Adversarial Neural Network with Gating2025.05 | 52.208 | 0.9012 | 0.4853 | 0.0198 |