Calibration on CIFAR-10-LT (test)
4.74ECEUniMix+Bayias
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniMix+BayiasBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 4.74 | 13.67 | |
| BayiasBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 5.52 | 20.14 | |
| UniMixBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 6 | 25.99 | |
| mixupBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 6.55 | 24.54 | |
| ERMBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 6.6 | 74.96 | |
| RemixBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 6.81 | 22.44 | |
| UniMix+BayiasBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 10.19 | 25.47 | |
| BayiasBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 11.05 | 23.72 | |
| LDAM+DRWBackbone=ResNet-32, Imbalance ratio (rho)=102021.11 | 11.22 | 45.92 | |
| UniMixBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 12.87 | 28.3 | |
| RemixBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 15.38 | 27.99 | |
| mixupBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 19.2 | 37.84 | |
| LDAM+DRWBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 19.89 | 49.07 | |
| ERMBackbone=ResNet-32, Imbalance ratio (rho)=1002021.11 | 20.53 | 73.91 |