Calibration on MNIST
0.21ECEETS
Evaluation results
| Method | Links | |
|---|---|---|
| ETSIF=102023.04 | 0.21 | |
| TSIF=102023.04 | 0.23 | |
| IROVAIF=102023.04 | 0.23 | |
| SBCIF=102023.04 | 0.25 | |
| ReDecNN2021.06 | 0.33 | |
| Knowledge-Transferring-based Temperature ScalingIF=102023.04 | 0.36 | |
| MC-Dropout2021.06 | 0.41 | |
| GPCIF=102023.04 | 0.41 | |
| TS-IRIF=102023.04 | 0.5 | |
| IRIF=102023.04 | 0.52 | |
| BaseIF=102023.04 | 0.56 | |
| Dropout2021.06 | 0.63 | |
| Knowledge-Transferring-based Temperature ScalingIF=502023.04 | 0.79 | |
| TSIF=502023.04 | 0.85 | |
| BayesNN2021.06 | 0.91 | |
| SBCIF=502023.04 | 1.01 | |
| IROVAIF=502023.04 | 1.02 | |
| Knowledge-Transferring-based Temperature ScalingIF=1002023.04 | 1.08 | |
| BaseIF=502023.04 | 1.12 | |
| GPCIF=502023.04 | 1.12 | |
| ETSIF=502023.04 | 1.14 | |
| Standard2021.06 | 1.18 | |
| TSIF=1002023.04 | 1.27 | |
| TS-IRIF=502023.04 | 1.53 | |
| IRIF=502023.04 | 1.54 | |
| GPCIF=1002023.04 | 1.76 | |
| Ensemble2021.06 | 1.8 | |
| ETSIF=1002023.04 | 1.84 | |
| IROVAIF=1002023.04 | 1.84 | |
| SBCIF=1002023.04 | 1.92 | |
| BaseIF=1002023.04 | 2.52 | |
| TS-IRIF=1002023.04 | 2.82 | |
| IRIF=1002023.04 | 2.84 |