Unsupervised Accuracy Estimation on RR1-WILDS
0.988R-squaredATC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATCModel=WRN-50-22024.05 | 0.988 | 1 | |
| ATCModel=ResNet502024.05 | 0.986 | 1 | |
| MANOModel=ResNet182024.05 | 0.983 | 1 | |
| MANOModel=ResNet502024.05 | 0.978 | 1 | |
| COTModel=ResNet182024.05 | 0.969 | 1 | |
| MANOModel=WRN-50-22024.05 | 0.969 | 1 | |
| COTModel=ResNet502024.05 | 0.96 | 1 | |
| MDEModel=WRN-50-22024.05 | 0.954 | 1 | |
| ConfScoreModel=ResNet182024.05 | 0.951 | 1 | |
| AgreeScoreModel=WRN-50-22024.05 | 0.946 | 1 | |
| ConfScoreModel=WRN-50-22024.05 | 0.941 | 1 | |
| AgreeScoreModel=ResNet502024.05 | 0.938 | 1 | |
| MDEModel=ResNet502024.05 | 0.938 | 1 | |
| FréchetModel=ResNet182024.05 | 0.936 | 1 | |
| FréchetModel=ResNet502024.05 | 0.935 | 1 | |
| COTModel=WRN-50-22024.05 | 0.934 | 1 | |
| AgreeScoreModel=ResNet182024.05 | 0.929 | 1 | |
| MDEModel=ResNet182024.05 | 0.927 | 1 | |
| FréchetModel=WRN-50-22024.05 | 0.922 | 1 | |
| ConfScoreModel=ResNet502024.05 | 0.918 | 1 | |
| NuclearModel=ResNet502024.05 | 0.906 | 1 | |
| NuclearModel=ResNet182024.05 | 0.885 | 1 | |
| ProjNormModel=WRN-50-22024.05 | 0.878 | 1 | |
| ProjNormModel=ResNet502024.05 | 0.867 | 1 | |
| ProjNormModel=ResNet182024.05 | 0.859 | 1 | |
| EntropyModel=WRN-50-22024.05 | 0.846 | 1 | |
| DispersionModel=ResNet182024.05 | 0.843 | 1 | |
| NuclearModel=WRN-50-22024.05 | 0.84 | 1 | |
| EntropyModel=ResNet182024.05 | 0.836 | 1 | |
| DispersionModel=WRN-50-22024.05 | 0.824 | 1 | |
| RotationModel=ResNet182024.05 | 0.821 | 1 | |
| EntropyModel=ResNet502024.05 | 0.819 | 1 | |
| RotationModel=ResNet502024.05 | 0.74 | 1 | |
| DispersionModel=ResNet502024.05 | 0.737 | 1 | |
| ATCModel=ResNet182024.05 | 0.342 | 0.5 | |
| RotationModel=WRN-50-22024.05 | 0.031 | 0.5 |