Image Classification Calibration on CIFAR10
0.33Classwise ECEAFL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AFLModel=Wide-ResNet2026.04 | 0.33 | 0.32 | |
| FLSDModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.35 | — | |
| BSCEModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.35 | — | |
| BSCE-GRAModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.35 | — | |
| AFLModel=ResNet-502026.04 | 0.35 | 0.35 | |
| AFLModel=ResNet-1102026.04 | 0.36 | 0.35 | |
| FLSDModel=Wide-ResNet2026.04 | 0.36 | 0.49 | |
| AFLModel=DenseNet-1212026.04 | 0.36 | 0.37 | |
| DFLModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.37 | — | |
| BSCE-GRAModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.37 | — | |
| BSCE-GRAModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.37 | — | |
| BSCEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.38 | — | |
| BSCEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.38 | — | |
| BSCE-GRAModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.38 | — | |
| BSCE-GRAModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.38 | — | |
| CEModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.38 | — | |
| BSCE-GRAModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.38 | — | |
| FLSDModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.38 | — | |
| DFLModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.38 | — | |
| DFLModel=Wide-ResNet2026.04 | 0.38 | 0.39 | |
| BSCE-GRAModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.39 | — | |
| BSCE-GRAModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.39 | — | |
| GCEModel=Wide-ResNet2026.04 | 0.39 | 0.59 | |
| DFLModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.4 | — | |
| DFLModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.4 | — | |
| BSCEModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.4 | — | |
| BSCEModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.4 | — | |
| BLModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.4 | — | |
| BSCEModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.4 | — | |
| BSCEModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.4 | — | |
| FLSDModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.41 | — | |
| MMCEModel=WideResNet, Temperature Scaling=Post T2025.03 | 0.41 | — | |
| FLSDModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.41 | — | |
| FLSDModel=DenseNet-1212026.04 | 0.41 | 0.47 | |
| FLSDModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.42 | — | |
| DFLModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.42 | — | |
| DFLModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.42 | — | |
| DFLModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.42 | — | |
| GCEModel=ResNet-502026.04 | 0.42 | 0.71 | |
| FLSDModel=ResNet-502026.04 | 0.43 | 0.46 | |
| FLSDModel=ResNet-1102026.04 | 0.43 | 0.46 | |
| CEModel=Wide-ResNet2026.04 | 0.43 | 0.73 | |
| Brier LossModel=Wide-ResNet2026.04 | 0.43 | 0.43 | |
| FLSDModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.44 | — | |
| FLSDModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.44 | — | |
| BSCEModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.44 | — | |
| Brier LossModel=ResNet-502026.04 | 0.44 | 0.49 | |
| DFLModel=ResNet-502026.04 | 0.44 | 0.45 | |
| DFLModel=DenseNet-1212026.04 | 0.44 | 0.46 | |
| GCEModel=DenseNet-1212026.04 | 0.44 | 0.69 | |
| MMCEModel=Wide-ResNet2026.04 | 0.45 | 0.76 | |
| CEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.46 | — | |
| Brier LossModel=ResNet-1102026.04 | 0.46 | 0.54 | |
| DFLModel=ResNet-1102026.04 | 0.46 | 0.47 | |
| Brier LossModel=DenseNet-1212026.04 | 0.46 | 0.49 | |
| FLSDModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.47 | — | |
| GCEModel=ResNet-1102026.04 | 0.47 | 0.79 | |
| BLModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.49 | — | |
| BLModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.5 | — | |
| CEModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.5 | — | |
| CEModel=ResNet-502026.04 | 0.5 | 0.89 | |
| CEModel=DenseNet-1212026.04 | 0.5 | 0.96 | |
| MMCEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.51 | — | |
| CEModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.52 | — | |
| BLModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.53 | — | |
| MMCEModel=ResNet110, Temperature Scaling=Post T2025.03 | 0.53 | — | |
| MMCEModel=DenseNet, Temperature Scaling=Post T2025.03 | 0.53 | — | |
| MMCEModel=ResNet-502026.04 | 0.56 | 0.96 | |
| CEModel=ResNet-1102026.04 | 0.56 | 0.98 | |
| MMCEModel=DenseNet-1212026.04 | 0.57 | 1.03 | |
| MMCEModel=ResNet-1102026.04 | 0.59 | 1.01 | |
| BLModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.63 | — | |
| CEModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.71 | — | |
| MMCEModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.76 | — | |
| DFLModel=WideResNet, Temperature Scaling=Pre T2025.03 | 0.83 | — | |
| BLModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.85 | — | |
| CEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.9 | — | |
| BLModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.9 | — | |
| MMCEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.92 | — | |
| BLModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.95 | — | |
| CEModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.96 | — | |
| CEModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.97 | — | |
| MMCEModel=ResNet110, Temperature Scaling=Pre T2025.03 | 0.98 | — | |
| MMCEModel=DenseNet, Temperature Scaling=Pre T2025.03 | 0.99 | — |