Image Classification on CIFAR-100 (AdaECE Calibration)
1.05AdaECEAFL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AFLModel=ResNet-502026.04 | 1.05 | 1.53 | |
| AFLModel=ResNet-1102026.04 | 1.09 | 1.26 | |
| Brier LossModel=ResNet-502026.04 | 1.17 | 4.59 | |
| DFLModel=ResNet-1102026.04 | 1.17 | 4.46 | |
| GCEModel=Wide-ResNet2026.04 | 1.21 | 6.71 | |
| FLSDModel=Wide-ResNet2026.04 | 1.25 | 2.41 | |
| DFLModel=ResNet-502026.04 | 1.26 | 1.81 | |
| GCEModel=ResNet-1102026.04 | 1.29 | 12.68 | |
| GCEModel=ResNet-502026.04 | 1.3 | 11.18 | |
| FLSDModel=ResNet-1102026.04 | 1.31 | 6.9 | |
| AFLModel=Wide-ResNet2026.04 | 1.32 | 2.35 | |
| Brier LossModel=ResNet-1102026.04 | 1.34 | 5.88 | |
| DFLModel=Wide-ResNet2026.04 | 1.35 | 3.37 | |
| FLSDModel=ResNet-502026.04 | 1.37 | 5.31 | |
| Brier LossModel=Wide-ResNet2026.04 | 1.43 | 3.89 | |
| AFLModel=DenseNet-1212026.04 | 1.5 | 1.73 | |
| MMCEModel=ResNet-502026.04 | 1.51 | 15.49 | |
| Brier LossModel=DenseNet-1212026.04 | 1.53 | 4.07 | |
| DFLModel=DenseNet-1212026.04 | 1.56 | 4.85 | |
| FLSDModel=DenseNet-1212026.04 | 1.58 | 3.18 | |
| GCEModel=DenseNet-1212026.04 | 1.68 | 10.72 | |
| CEModel=ResNet-502026.04 | 1.85 | 17.48 | |
| CEModel=ResNet-1102026.04 | 1.86 | 18.77 | |
| CEModel=Wide-ResNet2026.04 | 1.91 | 15.09 | |
| MMCEModel=Wide-ResNet2026.04 | 1.99 | 13.95 | |
| MMCEModel=ResNet-1102026.04 | 2.02 | 18.61 | |
| MMCEModel=DenseNet-1212026.04 | 2.15 | 17.07 | |
| CEModel=DenseNet-1212026.04 | 2.45 | 19.26 |