Calibration Error Estimation on CIFAR-10 N=20,000
0.06MAE CWCE (Equal Binning 15)Equal Binning
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Equal BinningModel=VGG-16 (BN)2026.06 | 0.06 | 0.16 | — | — | — | — | |
| Equal BinningModel=PreResNet-202026.06 | 0.19 | 0.28 | — | — | — | — | |
| Equal BinningModel=PreResNet-562026.06 | 0.19 | 0.3 | — | — | — | — | |
| Equal BinningModel=WRN-28-102026.06 | 0.2 | 0.25 | — | — | — | — | |
| Adaptive BinningModel=PreResNet-202026.06 | — | — | 1.98 | 30.61 | — | — | |
| Adaptive BinningModel=PreResNet-562026.06 | — | — | 1.98 | 31.44 | — | — | |
| Adaptive BinningModel=VGG-16 (BN)2026.06 | — | — | 1.99 | 31.92 | — | — | |
| Adaptive BinningModel=WRN-28-102026.06 | — | — | 1.8 | 30.81 | — | — | |
| KDE MLEModel=PreResNet-202026.06 | — | — | — | — | 1.15 | — | |
| KDE MLEModel=PreResNet-562026.06 | — | — | — | — | 1.1 | — | |
| KDE MLEModel=VGG-16 (BN)2026.06 | — | — | — | — | 1.15 | — | |
| KDE MLEModel=WRN-28-102026.06 | — | — | — | — | 0.88 | — | |
| RAModel=PreResNet-202026.06 | — | — | — | — | — | 0.07 | |
| RAModel=PreResNet-562026.06 | — | — | — | — | — | 0.08 | |
| RAModel=VGG-16 (BN)2026.06 | — | — | — | — | — | 0.1 | |
| RAModel=WRN-28-102026.06 | — | — | — | — | — | 0.08 |