Image Classification Calibration on PACS Sketch
1.54ECEOracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OracleBackbone=ResNet502026.05 | 1.54 | — | — | — | |
| OracleBackbone=DenseNet1212026.05 | 2.66 | — | — | — | |
| ECLBackbone=Wide-Res502026.05 | 2.67 | -0.48 | — | — | |
| OracleBackbone=Wide-Res502026.05 | 2.69 | — | — | — | |
| PseudoCalBackbone=Wide-Res502026.05 | 2.79 | — | — | — | |
| ECLBackbone=DenseNet1212026.05 | 3.17 | 0.86 | — | — | |
| DRLBackbone=DenseNet1212026.05 | 3.39 | — | — | — | |
| PseudoCalBackbone=DenseNet1212026.05 | 5.39 | — | — | — | |
| DRLBackbone=Wide-Res502026.05 | 6.81 | — | — | — | |
| TransCalBackbone=DenseNet1212026.05 | 9.09 | — | — | — | |
| TransCalBackbone=Wide-Res502026.05 | 10.01 | — | — | — | |
| ECLBackbone=ResNet502026.05 | 10.3 | -1.53 | — | — | |
| PseudoCalBackbone=ResNet502026.05 | 10.9 | — | — | — | |
| TransCalBackbone=ResNet502026.05 | 11.4 | — | — | — | |
| DRLBackbone=ResNet502026.05 | 16.2 | — | — | — | |
| DECEBackbone=Wide-Res502026.05 | 18.8 | — | — | — | |
| TSBackbone=Wide-Res502026.05 | 18.9 | — | — | — | |
| KDEBackbone=Wide-Res502026.05 | 19.1 | — | — | — | |
| UncalBackbone=Wide-Res502026.05 | 19.2 | — | — | — | |
| Soft-ECEBackbone=Wide-Res502026.05 | 19.6 | — | — | — | |
| Soft-ECEBackbone=DenseNet1212026.05 | 22.8 | — | — | — | |
| DECEBackbone=ResNet502026.05 | 22.9 | — | — | — | |
| TSBackbone=DenseNet1212026.05 | 22.9 | — | — | — | |
| UncalBackbone=ResNet502026.05 | 23.1 | — | — | — | |
| KDEBackbone=DenseNet1212026.05 | 23.2 | — | — | — | |
| KDEBackbone=ResNet502026.05 | 23.4 | — | — | — | |
| TSBackbone=ResNet502026.05 | 23.4 | — | — | — | |
| UncalBackbone=DenseNet1212026.05 | 23.6 | — | — | — | |
| DECEBackbone=DenseNet1212026.05 | 23.8 | — | — | — | |
| Soft-ECEBackbone=ResNet502026.05 | 23.9 | — | — | — | |
| ECLBackbone=ResNet502026.05 | — | -0.88 | 9.28 | — | |
| ECLBackbone=DenseNet1212026.05 | — | 0.28 | 8.91 | — | |
| ECLBackbone=Wide-Res502026.05 | — | 0.47 | 7.87 | — | |
| ECLBackbone=ResNet502026.05 | — | -0.87 | — | 8.94 | |
| ECLBackbone=DenseNet1212026.05 | — | 0.28 | — | 8.62 | |
| ECLBackbone=Wide-Res502026.05 | — | 0.47 | — | 7.59 | |
| OracleBackbone=ResNet502026.05 | — | — | 1.43 | — | |
| OracleBackbone=DenseNet1212026.05 | — | — | 1.53 | — | |
| OracleBackbone=Wide-Res502026.05 | — | — | 1.36 | — |