Image Classification Calibration on PACS Cartoon
2.04ECEECL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECLBackbone=DenseNet1212026.05 | 2.04 | -0.74 | — | — | |
| OracleBackbone=DenseNet1212026.05 | 2.04 | — | — | — | |
| PseudoCalBackbone=DenseNet1212026.05 | 2.21 | — | — | — | |
| OracleBackbone=ResNet502026.05 | 2.73 | — | — | — | |
| OracleBackbone=Wide-Res502026.05 | 2.73 | — | — | — | |
| ECLBackbone=ResNet502026.05 | 5.46 | 0.56 | — | — | |
| PseudoCalBackbone=ResNet502026.05 | 5.71 | — | — | — | |
| DRLBackbone=ResNet502026.05 | 6.69 | — | — | — | |
| ECLBackbone=Wide-Res502026.05 | 7.61 | 1.26 | — | — | |
| DRLBackbone=Wide-Res502026.05 | 8.36 | — | — | — | |
| DRLBackbone=DenseNet1212026.05 | 10.9 | — | — | — | |
| TransCalBackbone=DenseNet1212026.05 | 11.3 | — | — | — | |
| PseudoCalBackbone=Wide-Res502026.05 | 16.24 | — | — | — | |
| DECEBackbone=DenseNet1212026.05 | 17.8 | — | — | — | |
| TSBackbone=DenseNet1212026.05 | 18.3 | — | — | — | |
| UncalBackbone=DenseNet1212026.05 | 18.4 | — | — | — | |
| KDEBackbone=DenseNet1212026.05 | 18.4 | — | — | — | |
| Soft-ECEBackbone=DenseNet1212026.05 | 18.7 | — | — | — | |
| TransCalBackbone=Wide-Res502026.05 | 23.7 | — | — | — | |
| TSBackbone=ResNet502026.05 | 24.8 | — | — | — | |
| KDEBackbone=ResNet502026.05 | 24.9 | — | — | — | |
| Soft-ECEBackbone=Wide-Res502026.05 | 24.9 | — | — | — | |
| UncalBackbone=ResNet502026.05 | 25.1 | — | — | — | |
| Soft-ECEBackbone=ResNet502026.05 | 25.1 | — | — | — | |
| TransCalBackbone=ResNet502026.05 | 25.2 | — | — | — | |
| TSBackbone=Wide-Res502026.05 | 25.2 | — | — | — | |
| DECEBackbone=ResNet502026.05 | 25.3 | — | — | — | |
| UncalBackbone=Wide-Res502026.05 | 25.4 | — | — | — | |
| KDEBackbone=Wide-Res502026.05 | 25.6 | — | — | — | |
| DECEBackbone=Wide-Res502026.05 | 25.9 | — | — | — | |
| ECLBackbone=ResNet502026.05 | — | 0.63 | 6.46 | — | |
| ECLBackbone=DenseNet1212026.05 | — | 0.32 | 7.13 | — | |
| ECLBackbone=Wide-Res502026.05 | — | 0.51 | 5.83 | — | |
| ECLBackbone=ResNet502026.05 | — | 0.62 | — | 6.18 | |
| ECLBackbone=DenseNet1212026.05 | — | 0.37 | — | 6.89 | |
| ECLBackbone=Wide-Res502026.05 | — | 0.58 | — | 5.53 | |
| OracleBackbone=ResNet502026.05 | — | — | 1.17 | — | |
| OracleBackbone=DenseNet1212026.05 | — | — | 1.27 | — | |
| OracleBackbone=Wide-Res502026.05 | — | — | 1.06 | — |