Transferability Estimation on NeuCRaB N/K = 10
0.276Estimation Error (100+ classes)LEEP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LEEP2022.03 | 0.276 | 0.079 | 0.049 | 0.134 | |
| LINEAR2022.03 | 0.325 | 0.089 | 0.109 | 0.174 | |
| H-score2022.03 | 0.461 | 0.318 | 0.158 | 0.313 | |
| LogME2022.03 | 0.488 | 0.138 | 0.073 | 0.233 | |
| PACTran-Gaussianhyperparameter_selection=grid search2022.03 | 0.769 | 0.678 | 0.429 | 0.625 | |
| PACTran-Gaussianhyperparameter_selection=fixed2022.03 | 0.778 | 0.609 | 0.534 | 0.641 | |
| N-LEEP2022.03 | 0.822 | 0.52 | 0.148 | 0.497 | |
| LINEAR-VALID2022.03 | 0.835 | 0.482 | 0.123 | 0.48 | |
| PACTran-Dirichletnormalization=true2022.03 | 0.839 | 0.446 | 0.134 | 0.473 | |
| PACTran-Gammanormalization=true2022.03 | 0.839 | 0.452 | 0.14 | 0.477 |