Imbalanced Image Classification on CIFAR10-C
66.06AUC @ Imbalance 0.01DRAUC-Da
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRAUC-DaModel=ResNet202023.11 | 66.06 | 80.13 | 85.91 | 89.51 | |
| DRAUC-DfModel=ResNet202023.11 | 65.58 | 80.18 | 85.71 | 88.83 | |
| DRAUC-DaModel=ResNet322023.11 | 65.5 | 80.57 | 86.25 | 90.15 | |
| DRAUC-DfModel=ResNet322023.11 | 65.44 | 80.27 | 85.7 | 90.62 | |
| AUCDROModel=ResNet322023.11 | 65.1 | 71.23 | 81.45 | 86.23 | |
| WDROModel=ResNet322023.11 | 64.51 | 78.45 | 83.87 | 88.03 | |
| CEModel=ResNet322023.11 | 64.43 | 78.79 | 83.12 | 86.89 | |
| AUCMLossModel=ResNet322023.11 | 64 | 76.98 | 81.87 | 85.66 | |
| GLOTModel=ResNet202023.11 | 63.98 | 77.19 | 83.33 | 87.57 | |
| AUCMLossModel=ResNet202023.11 | 63.93 | 76.77 | 81.75 | 85.26 | |
| DROLTModel=ResNet322023.11 | 63.66 | 76.71 | 83.93 | 88.42 | |
| AUCDROModel=ResNet202023.11 | 63.35 | 76.19 | 81.82 | 85.96 | |
| WDROModel=ResNet202023.11 | 63.19 | 78.9 | 80.59 | 86.02 | |
| GLOTModel=ResNet322023.11 | 62.59 | 77.21 | 83.67 | 87.3 | |
| CEModel=ResNet202023.11 | 62.48 | 75.87 | 83.13 | 86.2 | |
| ADVShiftModel=ResNet202023.11 | 61.36 | 75.97 | 83.78 | 87.35 | |
| DROLTModel=ResNet202023.11 | 59.92 | 77.51 | 81.09 | 86.46 | |
| FocalLossModel=ResNet322023.11 | 56.96 | 76.53 | 83.82 | 87.42 | |
| FocalLossModel=ResNet202023.11 | 56.56 | 74.44 | 81.81 | 84.97 | |
| ADVShiftModel=ResNet322023.11 | 55.74 | 72.42 | 83.47 | 88.32 |