Calibration on DermaMNIST (test)
2.32Brier ScoreF-EDL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| F-EDL2025.10 | 2.32 | — | — | — | 96.17 | |
| DDU2025.10 | 2.35 | — | — | — | 82.73 | |
| MSP2025.10 | 2.38 | — | — | — | 96.01 | |
| Dropout2025.10 | 2.44 | — | — | — | 96.09 | |
| I-EDL2025.10 | 2.74 | — | — | — | 95.58 | |
| DAEDL2025.10 | 2.78 | — | — | — | 95.93 | |
| R-EDL2025.10 | 2.8 | — | — | — | 95.58 | |
| EDL2025.10 | 3.25 | — | — | — | 95.19 | |
| FL+AUCOCLpost TS=true2023.08 | 35.46 | 5.1 | 2.04 | 2.04 | — | |
| CE+AUCOCLpost TS=true2023.08 | 36.12 | 5.7 | 1.56 | 1.78 | — | |
| AdaFL53post TS=true2023.08 | 36.19 | 3.88 | 1.95 | 1.66 | — | |
| FL (gamma=3)post TS=true2023.08 | 36.55 | 4.24 | 1.77 | 2.03 | — | |
| FL+S-ECEpost TS=true2023.08 | 36.91 | 4.5 | 2.67 | 2.08 | — | |
| FL+S-AvUCpost TS=true2023.08 | 37.98 | 3.48 | 2.13 | 1.82 | — | |
| CEpost TS=true2023.08 | 38.11 | 3.07 | 2.15 | 2.22 | — | |
| CE+S-AvUCpost TS=true2023.08 | 38.28 | 3.79 | 2.69 | 2.21 | — | |
| CE+S-ECEpost TS=true2023.08 | 38.39 | 3.23 | 2.73 | 1.92 | — | |
| FL+MMCEpost TS=true2023.08 | 38.91 | 3.65 | 2.29 | 2.34 | — | |
| CE+MMCEpost TS=true2023.08 | 38.96 | 3.59 | 2.73 | 2.2 | — |