Medical Image Classification on DermaMNIST v2 (test)
91.35AUCOCFL+AUCOCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FL+AUCOCLLoss function=FL + AUCOC Loss2023.08 | 91.35 | 74.8 | 37.3 | 53.9 | |
| CE+AUCOCLLoss function=CE + AUCOC Loss2023.08 | 90.87 | 74.3 | 39.01 | 52.7 | |
| FLgamma=3, Loss function=Focal Loss2023.08 | 90.5 | 72.64 | 40.63 | 53.9 | |
| FL+S-ECELoss function=FL + Soft-ECE2023.08 | 90.22 | 72.62 | 40.95 | 57.46 | |
| AdaFL53Loss function=AdaFL532023.08 | 90.11 | 73.1 | 40.78 | 55.86 | |
| CELoss function=Cross-Entropy2023.08 | 89.84 | 71.59 | 43.51 | 56.21 | |
| CE+MMCELoss function=CE + Maximum Mean Calibration Error2023.08 | 89.71 | 70.99 | 45.82 | 58.07 | |
| CE+S-AvUCLoss function=CE + Soft-AvUC2023.08 | 89.67 | 71.51 | 43.04 | 57.09 | |
| CE+S-ECELoss function=CE + Soft-ECE2023.08 | 89.54 | 71.46 | 43.48 | 57.82 | |
| FL+S-AvUCLoss function=FL + Soft-AvUC2023.08 | 89.42 | 71.04 | 45.47 | 58.69 | |
| FL+MMCELoss function=FL + Maximum Mean Calibration Error2023.08 | 89.34 | 71.72 | 46.81 | 59.1 |