Image Classification Calibration on PACS Photo
0.48ECEOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleBackbone=Wide-Res502026.05 | 0.48 | — | |
| OracleBackbone=ResNet502026.05 | 0.58 | — | |
| OracleBackbone=DenseNet1212026.05 | 0.61 | — | |
| OracleBackbone=Wide-Res502026.05 | 1.59 | — | |
| OracleBackbone=DenseNet1212026.05 | 1.84 | — | |
| ECLBackbone=Wide-Res502026.05 | 2.27 | 0.31 | |
| ECLBackbone=Wide-Res502026.05 | 2.58 | 0.34 | |
| ECLBackbone=ResNet502026.05 | 2.64 | 0.46 | |
| ECLBackbone=Wide-Res502026.05 | 2.68 | 0.69 | |
| PseudoCalBackbone=Wide-Res502026.05 | 2.83 | — | |
| ECLBackbone=ResNet502026.05 | 2.92 | 0.48 | |
| ECLBackbone=DenseNet1212026.05 | 3.27 | 0.26 | |
| ECLBackbone=DenseNet1212026.05 | 3.56 | 0.29 | |
| OracleBackbone=ResNet502026.05 | 3.84 | — | |
| DRLBackbone=Wide-Res502026.05 | 4.39 | — | |
| ECLBackbone=DenseNet1212026.05 | 5.96 | -0.83 | |
| PseudoCalBackbone=DenseNet1212026.05 | 6.61 | — | |
| ECLBackbone=ResNet502026.05 | 6.87 | 0.72 | |
| TransCalBackbone=Wide-Res502026.05 | 7.27 | — | |
| PseudoCalBackbone=ResNet502026.05 | 7.33 | — | |
| DRLBackbone=DenseNet1212026.05 | 7.91 | — | |
| DRLBackbone=ResNet502026.05 | 9.02 | — | |
| TransCalBackbone=DenseNet1212026.05 | 9.31 | — | |
| DECEBackbone=DenseNet1212026.05 | 9.54 | — | |
| TSBackbone=DenseNet1212026.05 | 9.63 | — | |
| UncalBackbone=DenseNet1212026.05 | 9.78 | — | |
| Soft-ECEBackbone=DenseNet1212026.05 | 9.88 | — | |
| KDEBackbone=DenseNet1212026.05 | 10.2 | — | |
| TSBackbone=Wide-Res502026.05 | 16.2 | — | |
| KDEBackbone=Wide-Res502026.05 | 16.8 | — | |
| UncalBackbone=Wide-Res502026.05 | 16.9 | — | |
| Soft-ECEBackbone=Wide-Res502026.05 | 17.2 | — | |
| DECEBackbone=Wide-Res502026.05 | 17.8 | — | |
| TSBackbone=ResNet502026.05 | 20.9 | — | |
| KDEBackbone=ResNet502026.05 | 21.8 | — | |
| Soft-ECEBackbone=ResNet502026.05 | 22.1 | — | |
| TransCalBackbone=ResNet502026.05 | 22.2 | — | |
| UncalBackbone=ResNet502026.05 | 22.3 | — | |
| DECEBackbone=ResNet502026.05 | 22.8 | — |