Image Classification on TissueMNIST (test)
84.54AccuracyCE+AUCOCL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CE+AUCOCLLoss function=CE+AUCOCL2023.08 | 84.54 | 67.16 | 68.6 | 77.8 | — | |
| CE+MMCELoss function=CE+MMCE2023.08 | 84.12 | 66.52 | 68.81 | 86.84 | — | |
| CE+S-ECELoss function=CE+S-ECE2023.08 | 83.53 | 65.58 | 70.67 | 83.84 | — | |
| FL+AUCOCLLoss function=FL+AUCOCL2023.08 | 83.46 | 67.04 | 67.21 | 81.55 | — | |
| CELoss function=Cross Entropy2023.08 | 83.34 | 65.91 | 68.6 | 81.95 | — | |
| AdaFL53Loss function=AdaFL532023.08 | 83.15 | 66.15 | 75.01 | 89.9 | — | |
| FL+MMCELoss function=FL+MMCE2023.08 | 82.85 | 66.3 | 68.96 | 81.7 | — | |
| FLLoss function=Focal Loss, gamma=32023.08 | 82.77 | 66.07 | 79.41 | 87.82 | — | |
| FL+S-ECELoss function=FL+S-ECE2023.08 | 82.59 | 65.2 | 70.9 | 84.06 | — | |
| CE+S-AvUCLoss function=CE+S-AvUC2023.08 | 80.88 | 62.42 | 73 | 86.03 | — | |
| FL+S-AvUCLoss function=FL+S-AvUC2023.08 | 79.75 | 62.75 | 74.79 | 84.74 | — | |
| MNASNetEpochs=1002025.04 | 69.6 | — | — | — | — | |
| EfficientNetB0Epochs=1002025.04 | 69.4 | — | — | — | — | |
| MedNNST10Epochs=1002025.04 | 69.2 | — | — | — | — | |
| PNASNetEpochs=1002025.04 | 69.1 | — | — | — | — | |
| MedNNST5Epochs=1002025.04 | 69.1 | — | — | — | — | |
| MedNNST1Epochs=1002025.04 | 69 | — | — | — | — | |
| EfficientNetB4Epochs=1002025.04 | 68.7 | — | — | — | — | |
| HardcoreNASEpochs=1002025.04 | 68.7 | — | — | — | — | |
| ProxylessNASEpochs=1002025.04 | 68.6 | — | — | — | — | |
| NASNetEpochs=1002025.04 | 68.6 | — | — | — | — | |
| MobileNetV3Epochs=1002025.04 | 68.1 | — | — | — | — | |
| DenseNet121Epochs=1002025.04 | 68.1 | — | — | — | — | |
| OFAEpochs=1002025.04 | 67.2 | — | — | — | — | |
| ResNet18Epochs=1002025.04 | 66.8 | — | — | — | — | |
| MedNNST10Epochs=102025.04 | 65 | — | — | — | — | |
| NASNetEpochs=102025.04 | 64.7 | — | — | — | — | |
| MedNNST1Epochs=102025.04 | 64.5 | — | — | — | — | |
| MedNNST5Epochs=102025.04 | 64.5 | — | — | — | — | |
| EfficientNetB0Epochs=102025.04 | 64.4 | — | — | — | — | |
| DenseNet121Epochs=102025.04 | 64 | — | — | — | — | |
| ProxylessNASEpochs=102025.04 | 63.3 | — | — | — | — | |
| MNASNetEpochs=102025.04 | 63.2 | — | — | — | — | |
| ResNet50Epochs=1002025.04 | 63.1 | — | — | — | — | |
| PNASNetEpochs=102025.04 | 63 | — | — | — | — | |
| HardcoreNASEpochs=102025.04 | 62.3 | — | — | — | — | |
| ResNet50Epochs=102025.04 | 59.9 | — | — | — | — | |
| MobileNetV3Epochs=102025.04 | 58.8 | — | — | — | — | |
| OFAEpochs=102025.04 | 58.1 | — | — | — | — | |
| ResNet18Epochs=102025.04 | 57.6 | — | — | — | — | |
| EfficientNetB4Epochs=102025.04 | 55.4 | — | — | — | — | |
| FedAvgNon-IID Partition Strategy=Sharding, s=22023.08 | — | — | — | — | 49.36 | |
| FedAvgNon-IID Partition Strategy=LDA, alpha=0.12023.08 | — | — | — | — | 42.78 | |
| FedSOLNon-IID Partition Strategy=Sharding, s=22023.08 | — | — | — | — | 53.42 | |
| FedSOLNon-IID Partition Strategy=LDA, alpha=0.12023.08 | — | — | — | — | 53.4 |