Research Article
A COVID-19 Auxiliary Diagnosis Based on Federated Learning and Blockchain
Table 5
The accuracy of three methods on COVID-19 dataset.
| Method | Centralized training | FB-COVID-19 AD IID | FL-FedAvg IID | FB-COVID-19 AD non-IID | FL-FedAvg non-IID |
| | 0.901 | 0.903 | 0.881 | 0.728 | 0.738 | | 0.931 | 0.923 | 0.892 | 0.847 | 0.835 | | 0.960 | 0.931 | 0.923 | 0.917 | 0.903 | | 0.946 | 0.933 | 0.929 | 0.932 | 0.923 | | 0.963 | 0.947 | 0.940 | 0.933 | 0.923 |
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