Calibration Error Estimation on ImageNet N=20,000
9.08MAE CWCE (Equal Binning 15)Equal Binning
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Equal BinningModel=DeiT-Base2026.06 | 9.08 | 11.48 | — | — | — | — | |
| Equal BinningModel=Swin-Small2026.06 | 9.3 | 11.68 | — | — | — | — | |
| Equal BinningModel=ViT-Base2026.06 | 9.86 | 12.32 | — | — | — | — | |
| Equal BinningModel=ViT-Small2026.06 | 11.24 | 14.16 | — | — | — | — | |
| Adaptive BinningModel=ViT-Small2026.06 | — | — | 125.55 | 124.56 | — | — | |
| Adaptive BinningModel=ViT-Base2026.06 | — | — | 121.47 | 120.62 | — | — | |
| Adaptive BinningModel=Swin-Small2026.06 | — | — | 117.68 | 116.85 | — | — | |
| Adaptive BinningModel=DeiT-Base2026.06 | — | — | 114.44 | 113.68 | — | — | |
| KDE MLEModel=ViT-Small2026.06 | — | — | — | — | 34.03 | — | |
| KDE MLEModel=ViT-Base2026.06 | — | — | — | — | 28.76 | — | |
| KDE MLEModel=Swin-Small2026.06 | — | — | — | — | 27.11 | — | |
| KDE MLEModel=DeiT-Base2026.06 | — | — | — | — | 27.22 | — | |
| RAModel=ViT-Small2026.06 | — | — | — | — | — | 5.45 | |
| RAModel=ViT-Base2026.06 | — | — | — | — | — | 4.27 | |
| RAModel=Swin-Small2026.06 | — | — | — | — | — | 4.29 | |
| RAModel=DeiT-Base2026.06 | — | — | — | — | — | 3.77 |