Transferability Estimation on NeuCRaB N/K = 5
0.112Error (100+ classes)LEEP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LEEP2022.03 | 0.112 | 0.082 | 0.023 | 0.109 | |
| LINEAR2022.03 | 0.253 | 0.084 | 0.122 | 0.153 | |
| H-score2022.03 | 0.412 | 0.141 | 0.118 | 0.224 | |
| LogME2022.03 | 0.421 | 0.093 | 0.075 | 0.196 | |
| PACTran-Gaussianhyperparameter_selection=grid search2022.03 | 0.793 | 0.716 | 0.412 | 0.641 | |
| N-LEEP2022.03 | 0.795 | 0.536 | 0.096 | 0.476 | |
| LINEAR-VALID2022.03 | 0.807 | 0.411 | 0.044 | 0.42 | |
| PACTran-Gammanormalization=true2022.03 | 0.825 | 0.462 | 0.151 | 0.479 | |
| PACTran-Dirichletnormalization=true2022.03 | 0.826 | 0.458 | 0.14 | 0.475 | |
| PACTran-Gaussianhyperparameter_selection=fixed2022.03 | 0.832 | 0.675 | 0.512 | 0.673 |