Classification on TImageNet
38.91Error RateTS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TSCalibration variant=+LB, Model=ResNet-502025.06 | 38.91 | 2.28 | 2.28 | 2.29 | |
| IBTS/PTSCalibration variant=+LB, Model=ResNet-502025.06 | 38.91 | 1.57 | 1.4 | 1.55 | |
| ETSCalibration variant=+LB, Model=ResNet-502025.06 | 38.91 | 2.14 | 2.12 | 2.21 | |
| UncalCalibration variant=Base, Model=ResNet-502025.06 | 38.92 | 24.26 | 21.5 | 21.51 | |
| TSCalibration variant=Base, Model=ResNet-502025.06 | 38.92 | 2.58 | 2.55 | 2.6 | |
| IBTS/PTSCalibration variant=Base, Model=ResNet-502025.06 | 38.92 | 1.54 | 1.4 | 1.45 | |
| ETSCalibration variant=Base, Model=ResNet-502025.06 | 38.92 | 2.3 | 2.28 | 2.37 | |
| UncalModel=ResNet-50, Configuration=Base2025.06 | 38.92 | 24.26 | 21.5 | 21.51 | |
| UncalModel=ResNet-50, Configuration=+PB2025.06 | 38.92 | 7.01 | 10.16 | 8.56 | |
| TSModel=ResNet-50, Configuration=Base2025.06 | 38.92 | 2.58 | 2.55 | 2.6 | |
| TSModel=ResNet-50, Configuration=+PB2025.06 | 38.92 | 2.36 | 2.41 | 2.38 | |
| IBTS/PTSModel=ResNet-50, Configuration=Base2025.06 | 38.92 | 1.54 | 1.4 | 1.45 | |
| IBTS/PTSModel=ResNet-50, Configuration=+PB2025.06 | 38.92 | 1.45 | 1.3 | 1.37 | |
| ETSModel=ResNet-50, Configuration=Base2025.06 | 38.92 | 2.3 | 2.28 | 2.37 | |
| ETSModel=ResNet-50, Configuration=+PB2025.06 | 38.92 | 2.18 | 2.23 | 2.28 | |
| NCCalibration variant=+LB, Model=ResNet-502025.06 | 39.02 | 2.44 | 2.42 | 2.51 | |
| NCModel=ResNet-50, Configuration=+PB2025.06 | 39.03 | 2.55 | 2.58 | 2.66 | |
| NCCalibration variant=Base, Model=ResNet-502025.06 | 39.05 | 2.75 | 2.74 | 2.79 | |
| NCModel=ResNet-50, Configuration=Base2025.06 | 39.05 | 2.75 | 2.74 | 2.79 | |
| DPBModel=ResNet-502025.06 | 39.15 | 2.57 | 2.53 | 2.59 | |
| DPBModel=ResNet-502025.06 | 39.15 | 2.57 | 2.53 | 2.59 | |
| T&ACalibration variant=Base, Model=ResNet-502025.06 | 39.66 | 2.9 | 2.91 | 2.99 | |
| T&AModel=ResNet-50, Configuration=Base2025.06 | 39.66 | 2.9 | 2.91 | 2.99 | |
| T&AModel=ResNet-50, Configuration=+PB2025.06 | 39.67 | 2.63 | 2.71 | 2.75 | |
| T&ACalibration variant=+LB, Model=ResNet-502025.06 | 39.68 | 2.48 | 2.5 | 2.58 | |
| DirCalibration variant=+LB, Model=ResNet-502025.06 | 39.84 | 2.33 | 2.34 | 2.39 | |
| DirModel=ResNet-50, Configuration=+PB2025.06 | 40.08 | 2.99 | 3.29 | 3.12 | |
| DirCalibration variant=Base, Model=ResNet-502025.06 | 40.15 | 3.4 | 3.37 | 3.49 | |
| DirModel=ResNet-50, Configuration=Base2025.06 | 40.15 | 3.4 | 3.37 | 3.49 | |
| FCModel=ResNet-502025.06 | 41.69 | 3.27 | 3.3 | 3.28 | |
| FCModel=ResNet-502025.06 | 41.69 | 3.27 | 3.3 | 3.28 | |
| UncalCalibration variant=+LB, Model=ResNet-502025.06 | 44.25 | 6.49 | 6.48 | 6.54 |