Unsupervised Accuracy Estimation on Office-Home
0.926R^2MANO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MANOModel=ResNet182024.05 | 0.926 | 0.93 | |
| COTModel=ResNet182024.05 | 0.863 | 0.874 | |
| COTModel=WRN-50-22024.05 | 0.863 | 0.874 | |
| RotationModel=ResNet502024.05 | 0.851 | 0.944 | |
| MANOModel=ResNet502024.05 | 0.838 | 0.916 | |
| RotationModel=WRN-50-22024.05 | 0.823 | 0.958 | |
| RotationModel=ResNet182024.05 | 0.822 | 0.93 | |
| MANOModel=WRN-50-22024.05 | 0.8 | 0.895 | |
| ConfScoreModel=ResNet182024.05 | 0.795 | 0.909 | |
| ConfScoreModel=ResNet502024.05 | 0.769 | 0.895 | |
| NuclearModel=WRN-50-22024.05 | 0.766 | 0.874 | |
| COTModel=ResNet502024.05 | 0.762 | 0.846 | |
| EntropyModel=ResNet182024.05 | 0.761 | 0.881 | |
| EntropyModel=ResNet502024.05 | 0.742 | 0.853 | |
| ConfScoreModel=WRN-50-22024.05 | 0.741 | 0.874 | |
| NuclearModel=ResNet502024.05 | 0.731 | 0.895 | |
| EntropyModel=WRN-50-22024.05 | 0.696 | 0.846 | |
| NuclearModel=ResNet182024.05 | 0.692 | 0.783 | |
| FréchetModel=ResNet502024.05 | 0.607 | 0.685 | |
| FréchetModel=ResNet182024.05 | 0.605 | 0.755 | |
| FréchetModel=WRN-50-22024.05 | 0.589 | 0.706 | |
| ATCModel=ResNet182024.05 | 0.571 | 0.615 | |
| ATCModel=ResNet502024.05 | 0.487 | 0.734 | |
| DispersionModel=WRN-50-22024.05 | 0.456 | 0.713 | |
| DispersionModel=ResNet182024.05 | 0.453 | 0.664 | |
| DispersionModel=ResNet502024.05 | 0.383 | 0.727 | |
| ATCModel=WRN-50-22024.05 | 0.383 | 0.643 | |
| MDEModel=ResNet502024.05 | 0.342 | 0.622 | |
| MDEModel=WRN-50-22024.05 | 0.342 | 0.65 | |
| MDEModel=ResNet182024.05 | 0.331 | 0.65 | |
| ProjNormModel=WRN-50-22024.05 | 0.172 | 0.531 | |
| ProjNormModel=ResNet502024.05 | 0.169 | 0.475 | |
| AgreeScoreModel=WRN-50-22024.05 | 0.132 | 0.405 | |
| ProjNormModel=ResNet182024.05 | 0.064 | 0.202 | |
| AgreeScoreModel=ResNet182024.05 | 0.054 | 0.146 | |
| AgreeScoreModel=ResNet502024.05 | 0.026 | 0.216 |