Image Classification Calibration on TinyImageNet
0.14Classwise ECEBL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BLModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.14 | — | |
| FLSDModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.16 | — | |
| FLSDModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.16 | — | |
| DFLModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.16 | — | |
| BSCEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.16 | — | |
| BSCEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.16 | — | |
| BSCE-GRAModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.16 | — | |
| CEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.17 | — | |
| BLModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.17 | — | |
| MMCEModel=ResNet50, Temperature Scaling=Post T2025.03 | 0.17 | — | |
| DFLModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.17 | — | |
| BSCE-GRAModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.17 | — | |
| Brier LossModel=ResNet-502026.04 | 0.18 | 0.19 | |
| FLSDModel=ResNet-502026.04 | 0.18 | 0.18 | |
| DFLModel=ResNet-502026.04 | 0.18 | 0.18 | |
| AFLModel=ResNet-502026.04 | 0.18 | 0.18 | |
| GCEModel=ResNet-502026.04 | 0.18 | 0.19 | |
| CEModel=ResNet-1102026.04 | 0.18 | 0.24 | |
| MMCEModel=ResNet-1102026.04 | 0.18 | 0.24 | |
| FLSDModel=ResNet-1102026.04 | 0.18 | 0.18 | |
| DFLModel=ResNet-1102026.04 | 0.18 | 0.18 | |
| AFLModel=ResNet-1102026.04 | 0.18 | 0.18 | |
| CEModel=ResNet-502026.04 | 0.19 | 0.25 | |
| MMCEModel=ResNet-502026.04 | 0.19 | 0.24 | |
| Brier LossModel=ResNet-1102026.04 | 0.19 | 0.19 | |
| GCEModel=ResNet-1102026.04 | 0.19 | 0.19 | |
| MMCEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.21 | — | |
| CEModel=ResNet50, Temperature Scaling=Pre T2025.03 | 0.22 | — |