Image Classification on CIFAR100 (test) (Accuracy and Tau Metrics)
94.49AUROCCE+AUCOCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CE+AUCOCLLoss function=CE + AUCOCLoss2023.08 | 94.49 | 78.94 | 21.6 | 36.73 | |
| FL+AUCOCLLoss function=FL + AUCOCLoss2023.08 | 94.18 | 78.31 | 23.5 | 36.68 | |
| CE+S-AvUCLoss function=CE + S-AvUC2023.08 | 93.99 | 77.65 | 24.62 | 45 | |
| FL+S-AvUCLoss function=FL + S-AvUC2023.08 | 93.97 | 77.64 | 25.97 | 40.82 | |
| FL (y=3)Loss function=Focal Loss, gamma=32023.08 | 93.91 | 77.83 | 24.71 | 40.48 | |
| FL+MMCELoss function=FL + MMCE2023.08 | 93.9 | 77.78 | 25.62 | 40.9 | |
| AdaFL53Loss function=Adaptive Focal Loss2023.08 | 93.89 | 77.64 | 25.08 | 40.74 | |
| CE+S-ECELoss function=CE + S-ECE2023.08 | 93.88 | 77.57 | 24.76 | 40.14 | |
| FL+S-ECELoss function=FL + S-ECE2023.08 | 93.41 | 76.69 | 28.13 | 43.29 | |
| CE+MMCELoss function=CE + MMCE2023.08 | 92.42 | 75.35 | 30.01 | 44.71 | |
| CELoss function=Cross Entropy2023.08 | 91.43 | 75.71 | 29.03 | 44.61 |