Imbalanced Image Classification on CIFAR10 LT (AUC Thresholds)
68.9AUC (Threshold 0.01)AUCMLoss
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AUCMLossModel=ResNet322023.11 | 68.9 | 84.94 | 91.52 | 95.16 | |
| AUCMLossModel=ResNet202023.11 | 68.88 | 84.74 | 90.97 | 94.4 | |
| WDROModel=ResNet202023.11 | 68.8 | 88.54 | 91.04 | 94.04 | |
| DRAUC-DaModel=ResNet202023.11 | 68.71 | 84.43 | 90.3 | 93.76 | |
| AUCDROModel=ResNet322023.11 | 68.69 | 78.51 | 90.67 | 95.07 | |
| DRAUC-DaModel=ResNet322023.11 | 68.51 | 85.03 | 90.98 | 94.27 | |
| WDROModel=ResNet322023.11 | 68.16 | 86.48 | 90.11 | 95.23 | |
| DRAUC-DfModel=ResNet202023.11 | 68.12 | 86.47 | 90.57 | 94.17 | |
| AUCDROModel=ResNet202023.11 | 67.14 | 84 | 90.92 | 94.88 | |
| DRAUC-DfModel=ResNet322023.11 | 67.11 | 85.03 | 90.63 | 94.86 | |
| CEModel=ResNet322023.11 | 66.05 | 84.4 | 90.44 | 95.61 | |
| GLOTModel=ResNet202023.11 | 65.95 | 88.37 | 90.51 | 94.62 | |
| CEModel=ResNet202023.11 | 65.43 | 84.12 | 92.32 | 95.68 | |
| DROLTModel=ResNet322023.11 | 65.4 | 84.68 | 90.11 | 95.51 | |
| ADVShiftModel=ResNet202023.11 | 64.97 | 82.91 | 87.87 | 95.46 | |
| GLOTModel=ResNet322023.11 | 64.53 | 82.62 | 89.59 | 94.62 | |
| DROLTModel=ResNet202023.11 | 60.99 | 85.76 | 91.35 | 95.17 | |
| FocalLossModel=ResNet322023.11 | 58.04 | 82.99 | 91.02 | 95.16 | |
| FocalLossModel=ResNet202023.11 | 57.63 | 81.62 | 91.33 | 94.62 | |
| ADVShiftModel=ResNet322023.11 | 56.73 | 79.36 | 87.88 | 94.95 |