Image Classification Calibration on PACS Art
2.12ECEOracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OracleBackbone=ResNet502026.05 | 2.12 | — | — | — | |
| OracleBackbone=DenseNet1212026.05 | 2.24 | — | — | — | |
| OracleBackbone=Wide-Res502026.05 | 3.14 | — | — | — | |
| ECLBackbone=DenseNet1212026.05 | 5.89 | 1.06 | — | — | |
| DRLBackbone=DenseNet1212026.05 | 6.16 | — | — | — | |
| ECLBackbone=ResNet502026.05 | 7.22 | -1.24 | — | — | |
| PseudoCalBackbone=ResNet502026.05 | 7.88 | — | — | — | |
| ECLBackbone=Wide-Res502026.05 | 7.97 | -0.96 | — | — | |
| PseudoCalBackbone=Wide-Res502026.05 | 8.43 | — | — | — | |
| PseudoCalBackbone=DenseNet1212026.05 | 9.94 | — | — | — | |
| DRLBackbone=Wide-Res502026.05 | 15.8 | — | — | — | |
| TransCalBackbone=Wide-Res502026.05 | 16.1 | — | — | — | |
| TransCalBackbone=ResNet502026.05 | 17.1 | — | — | — | |
| DRLBackbone=ResNet502026.05 | 17.1 | — | — | — | |
| TransCalBackbone=DenseNet1212026.05 | 22.4 | — | — | — | |
| TSBackbone=DenseNet1212026.05 | 22.7 | — | — | — | |
| Soft-ECEBackbone=DenseNet1212026.05 | 22.8 | — | — | — | |
| KDEBackbone=DenseNet1212026.05 | 23.1 | — | — | — | |
| UncalBackbone=DenseNet1212026.05 | 23.2 | — | — | — | |
| DECEBackbone=DenseNet1212026.05 | 23.6 | — | — | — | |
| Soft-ECEBackbone=Wide-Res502026.05 | 29.3 | — | — | — | |
| KDEBackbone=Wide-Res502026.05 | 29.7 | — | — | — | |
| UncalBackbone=Wide-Res502026.05 | 29.9 | — | — | — | |
| TSBackbone=Wide-Res502026.05 | 30.1 | — | — | — | |
| DECEBackbone=Wide-Res502026.05 | 30.4 | — | — | — | |
| KDEBackbone=ResNet502026.05 | 31.6 | — | — | — | |
| TSBackbone=ResNet502026.05 | 31.9 | — | — | — | |
| Soft-ECEBackbone=ResNet502026.05 | 32.1 | — | — | — | |
| UncalBackbone=ResNet502026.05 | 33.1 | — | — | — | |
| DECEBackbone=ResNet502026.05 | 33.2 | — | — | — | |
| ECLBackbone=ResNet502026.05 | — | -28 | 4.86 | — | |
| ECLBackbone=DenseNet1212026.05 | — | -18 | 5.94 | — | |
| ECLBackbone=Wide-Res502026.05 | — | 44 | 4.13 | — | |
| ECLBackbone=ResNet502026.05 | — | -23 | — | 4.57 | |
| ECLBackbone=DenseNet1212026.05 | — | -18 | — | 5.63 | |
| ECLBackbone=Wide-Res502026.05 | — | 41 | — | 3.86 | |
| OracleBackbone=ResNet502026.05 | — | — | 0.84 | — | |
| OracleBackbone=DenseNet1212026.05 | — | — | 0.94 | — | |
| OracleBackbone=Wide-Res502026.05 | — | — | 0.78 | — |