Calibration Error Estimation on CIFAR-100 N=20,000
0.36MAE CWCE (Equal Binning 15)Equal Binning
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Equal BinningModel=VGG-16 (BN)2026.06 | 0.36 | 0.83 | — | — | — | — | |
| Equal BinningModel=WRN-28-102026.06 | 1.41 | 1.87 | — | — | — | — | |
| Equal BinningModel=PreResNet-202026.06 | 1.55 | 2.15 | — | — | — | — | |
| Equal BinningModel=PreResNet-562026.06 | 1.57 | 2.03 | — | — | — | — | |
| Adaptive BinningModel=PreResNet-202026.06 | — | — | 129.58 | 119.85 | — | — | |
| Adaptive BinningModel=PreResNet-562026.06 | — | — | 167.13 | 157.14 | — | — | |
| Adaptive BinningModel=VGG-16 (BN)2026.06 | — | — | 172.27 | 162.28 | — | — | |
| Adaptive BinningModel=WRN-28-102026.06 | — | — | 171.58 | 161.6 | — | — | |
| KDE MLEModel=PreResNet-202026.06 | — | — | — | — | 9.03 | — | |
| KDE MLEModel=PreResNet-562026.06 | — | — | — | — | 5.78 | — | |
| KDE MLEModel=VGG-16 (BN)2026.06 | — | — | — | — | 4.76 | — | |
| KDE MLEModel=WRN-28-102026.06 | — | — | — | — | 4.79 | — | |
| RAModel=PreResNet-202026.06 | — | — | — | — | — | 0.85 | |
| RAModel=PreResNet-562026.06 | — | — | — | — | — | 0.85 | |
| RAModel=VGG-16 (BN)2026.06 | — | — | — | — | — | 0.82 | |
| RAModel=WRN-28-102026.06 | — | — | — | — | — | 0.61 |