Classification on CIFAR10 to CIFAR100 natural shift (target)
18.588AccuracyREFINE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFINEstrategy=Residual Feature Integration2025.05 | 18.588 | 82.76 | 17.87 | 1.4 | |
| NoTransstrategy=No Transfer2025.05 | 18.32 | 81.4 | 17.74 | 1 | |
| LinearProbstrategy=Linear Probing2025.05 | 7.014 | 74.89 | 4.96 | 0 | |
| LoRAstrategy=Low-Rank Adaptation2025.05 | 6.824 | 75.58 | 4.63 | 0 | |
| Adapterstrategy=Adapter-tuning2025.05 | 6.564 | 74.99 | 4.59 | 0 | |
| DANN-Gatestrategy=Domain-Adversarial Neural Network with Gating2025.05 | 5.198 | 73.41 | 2.85 | 0 |