FedISIC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Federated Open-Set Active Learning | FedISIC R = 5 (test) | ID Purity100 | 42 | |
| Domain Generalization | FedISIC | Accuracy67.88 | 20 | |
| Image Classification | FedISIC (Natural split) | Balanced Accuracy70.18 | 10 | |
| Medical Image Classification | FedISIC | Average Accuracy69.57 | 10 | |
| Federated Learning | FedISIC | Jain's Fairness Index95.8 | 7 | |
| Client Contribution Estimation Correlation | FedISIC (Natural split) | Average Pearson Correlation0.92 | 5 |
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