Image Classification on CIFAR-10 (test) (Classwise ECE)
0.2Classwise ECECSAM
Evaluation Results
| Method | Links | |
|---|---|---|
| CSAMBackbone=PyramidNet-1102025.05 | 0.2 | |
| CSAMBackbone=WRN-28-102025.05 | 0.23 | |
| SAMBackbone=PyramidNet-1102025.05 | 0.25 | |
| SAMBackbone=WRN-28-102025.05 | 0.26 | |
| CSAMBackbone=ResNet-562025.05 | 0.29 | |
| MIT-LBackbone=WRN-28-102025.05 | 0.31 | |
| MIT-LBackbone=PyramidNet-1102025.05 | 0.31 | |
| SAMBackbone=ResNet-562025.05 | 0.32 | |
| AdaFocalBackbone=PyramidNet-1102025.05 | 0.34 | |
| AdaFocalBackbone=WRN-28-102025.05 | 0.35 | |
| FLBackbone=PyramidNet-1102025.05 | 0.36 | |
| AdaFocalBackbone=ResNet-562025.05 | 0.37 | |
| FLBackbone=WRN-28-102025.05 | 0.38 | |
| MixupBackbone=PyramidNet-1102025.05 | 0.45 | |
| MIT-LBackbone=ResNet-562025.05 | 0.46 | |
| FLBackbone=ResNet-562025.05 | 0.47 | |
| CEBackbone=WRN-28-102025.05 | 0.52 | |
| MMCEBackbone=WRN-28-102025.05 | 0.54 | |
| MMCEBackbone=PyramidNet-1102025.05 | 0.55 | |
| CEBackbone=PyramidNet-1102025.05 | 0.56 | |
| DualFocalBackbone=ResNet-562025.05 | 0.67 | |
| MMCEBackbone=ResNet-562025.05 | 0.78 | |
| CEBackbone=ResNet-562025.05 | 0.8 | |
| MixupBackbone=ResNet-562025.05 | 0.87 | |
| DualFocalBackbone=PyramidNet-1102025.05 | 1.03 | |
| MixupBackbone=WRN-28-102025.05 | 1.05 | |
| DualFocalBackbone=WRN-28-102025.05 | 1.11 |