List your company
ResearchFormerly WizWand

Classwise Calibration on CIFAR-10 LT

1.07Average Classwise ECEGCE
0.93121.86812.8053.7419Apr 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GCErho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.071.61
CErho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.081.65
MMCErho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.081.64
Brier Lossrho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.121.22
Brier Lossrho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.121.25
DFLrho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.141.26
GCErho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.151.8
FLSDrho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.161.18
GCErho (Imbalance ratio)=10, Backbone=ResNet-502026.041.21.83
CErho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.211.84
DFLrho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.211.43
MMCErho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.221.91
GCErho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.221.89
CErho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.231.92
MMCErho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.231.79
CErho (Imbalance ratio)=10, Backbone=ResNet-502026.041.241.87
Brier Lossrho (Imbalance ratio)=10, Backbone=ResNet-502026.041.241.43
Brier Lossrho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.241.48
MMCErho (Imbalance ratio)=10, Backbone=ResNet-502026.041.281.86
DFLrho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.281.61
FLSDrho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.31.37
DFLrho (Imbalance ratio)=10, Backbone=ResNet-502026.041.311.58
AFLrho (Imbalance ratio)=10, Backbone=DenseNet1212026.041.311.34
FLSDrho (Imbalance ratio)=10, Backbone=ResNet-502026.041.341.49
AFLrho (Imbalance ratio)=10, Backbone=ResNet-502026.041.361.38
FLSDrho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.391.53
AFLrho (Imbalance ratio)=10, Backbone=Wide-ResNet2026.041.391.4
AFLrho (Imbalance ratio)=10, Backbone=ResNet-1102026.041.421.44
GCErho (Imbalance ratio)=100, Backbone=DenseNet1212026.043.194.36
GCErho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.043.374.35
Brier Lossrho (Imbalance ratio)=100, Backbone=DenseNet1212026.043.413.93
GCErho (Imbalance ratio)=100, Backbone=ResNet-1102026.043.454.83
GCErho (Imbalance ratio)=100, Backbone=ResNet-502026.043.464.73
CErho (Imbalance ratio)=100, Backbone=DenseNet1212026.043.594.83
MMCErho (Imbalance ratio)=100, Backbone=DenseNet1212026.043.594.85
MMCErho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.043.644.67
CErho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.043.714.67
MMCErho (Imbalance ratio)=100, Backbone=ResNet-502026.043.744.99
CErho (Imbalance ratio)=100, Backbone=ResNet-1102026.043.755.1
MMCErho (Imbalance ratio)=100, Backbone=ResNet-1102026.043.755.06
Brier Lossrho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.043.754.26
CErho (Imbalance ratio)=100, Backbone=ResNet-502026.043.765
DFLrho (Imbalance ratio)=100, Backbone=DenseNet1212026.043.764.38
DFLrho (Imbalance ratio)=100, Backbone=ResNet-1102026.043.864.68
DFLrho (Imbalance ratio)=100, Backbone=ResNet-502026.043.884.61
Brier Lossrho (Imbalance ratio)=100, Backbone=ResNet-1102026.043.894.73
DFLrho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.043.94.3
Brier Lossrho (Imbalance ratio)=100, Backbone=ResNet-502026.043.954.69
FLSDrho (Imbalance ratio)=100, Backbone=DenseNet1212026.044.014.32
FLSDrho (Imbalance ratio)=100, Backbone=ResNet-502026.044.154.73
FLSDrho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.044.184.4
FLSDrho (Imbalance ratio)=100, Backbone=ResNet-1102026.044.24.74
AFLrho (Imbalance ratio)=100, Backbone=DenseNet1212026.044.314.37
AFLrho (Imbalance ratio)=100, Backbone=ResNet-1102026.044.514.54
AFLrho (Imbalance ratio)=100, Backbone=Wide-ResNet2026.044.524.55
AFLrho (Imbalance ratio)=100, Backbone=ResNet-502026.044.544.58