Image Classification on CIFAR100 LT (AUC Ratios)
58.97AUC (Ratio 0.01)DRAUC-Df
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRAUC-DfModel=ResNet202023.11 | 58.97 | 63.95 | 68.78 | 74.14 | |
| DRAUC-DaModel=ResNet202023.11 | 58.94 | 63.91 | 68.44 | 74.07 | |
| DRAUC-DfModel=ResNet322023.11 | 58.38 | 63.9 | 68.51 | 74.57 | |
| GLOTModel=ResNet322023.11 | 58.33 | 62.53 | 66.3 | 70.99 | |
| AUCDROModel=ResNet322023.11 | 58.33 | 64.02 | 68.71 | 73.86 | |
| DRAUC-DaModel=ResNet322023.11 | 57.98 | 64.39 | 68.7 | 74.26 | |
| AUCMLossModel=ResNet322023.11 | 57.62 | 63.67 | 67.99 | 73.85 | |
| AUCMLossModel=ResNet202023.11 | 57.38 | 64.2 | 69.33 | 74.92 | |
| DROLTModel=ResNet322023.11 | 57.27 | 63.22 | 67.37 | 73.18 | |
| WDROModel=ResNet322023.11 | 57.19 | 63.32 | 68.55 | 73.1 | |
| AUCDROModel=ResNet202023.11 | 57.14 | 64.74 | 66.59 | 70.66 | |
| GLOTModel=ResNet202023.11 | 57.13 | 62.43 | 65.88 | 71.89 | |
| WDROModel=ResNet202023.11 | 56.79 | 64.12 | 68.91 | 76.37 | |
| DROLTModel=ResNet202023.11 | 56.49 | 63.72 | 67.74 | 74.82 | |
| ADVShiftModel=ResNet202023.11 | 54.73 | 63.71 | 68.77 | 73.43 | |
| CEModel=ResNet202023.11 | 54.22 | 62.3 | 67.77 | 74.58 | |
| CEModel=ResNet322023.11 | 53.08 | 62.03 | 67.14 | 74.43 | |
| FocalLossModel=ResNet202023.11 | 52.46 | 64.46 | 69.24 | 75.05 | |
| FocalLossModel=ResNet322023.11 | 50.41 | 61.53 | 66.3 | 72.2 | |
| ADVShiftModel=ResNet322023.11 | 50.2 | 61.97 | 65.7 | 73.64 |