Image Classification on CIFAR100-C (AUC Ratios)
57.47AUC (Ratio 0.01)DRAUC-Df
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRAUC-DfModel=ResNet202023.11 | 57.47 | 62.32 | 66.25 | 71.36 | |
| DRAUC-DaModel=ResNet202023.11 | 57.42 | 62.28 | 66.11 | 71.14 | |
| DRAUC-DfModel=ResNet322023.11 | 57.17 | 62.02 | 65.83 | 71.22 | |
| GLOTModel=ResNet322023.11 | 57.04 | 60.34 | 63.76 | 65.64 | |
| AUCDROModel=ResNet322023.11 | 56.93 | 61.41 | 64.08 | 68.93 | |
| DRAUC-DaModel=ResNet322023.11 | 56.81 | 62.48 | 66.12 | 70.62 | |
| DROLTModel=ResNet322023.11 | 56.43 | 61.1 | 64.02 | 69.61 | |
| AUCMLossModel=ResNet322023.11 | 56.19 | 61.87 | 63.64 | 69.81 | |
| AUCDROModel=ResNet202023.11 | 55.96 | 61.65 | 62.67 | 65.72 | |
| WDROModel=ResNet322023.11 | 55.9 | 61.17 | 65.41 | 68.98 | |
| AUCMLossModel=ResNet202023.11 | 55.7 | 61.91 | 65.73 | 69.58 | |
| DROLTModel=ResNet202023.11 | 55.61 | 61.36 | 63.83 | 69.13 | |
| GLOTModel=ResNet202023.11 | 55.58 | 60.62 | 63.53 | 68.13 | |
| WDROModel=ResNet202023.11 | 55.31 | 61.38 | 65.92 | 70.7 | |
| ADVShiftModel=ResNet202023.11 | 54.08 | 61.33 | 66.13 | 69.25 | |
| CEModel=ResNet202023.11 | 53.86 | 60.71 | 65.11 | 69.59 | |
| CEModel=ResNet322023.11 | 52.9 | 60.74 | 64.57 | 69.51 | |
| FocalLossModel=ResNet202023.11 | 52.1 | 62.28 | 65.91 | 70.36 | |
| FocalLossModel=ResNet322023.11 | 50.27 | 59.7 | 62.91 | 68.52 | |
| ADVShiftModel=ResNet322023.11 | 50.15 | 59.35 | 64 | 69.37 |