Medical Image Classification on CheXpert High Non-IID Level
70.48AccuracyFedDrift
Evaluation results
| Method | Links | |
|---|---|---|
| FedDriftDrifting=10 / 202026.02 | 70.48 | |
| FedDriftDrifting=5 / 202026.02 | 70.47 | |
| FEROMADrifting=5 / 202026.02 | 69.35 | |
| FedDriftDrifting=20 / 202026.02 | 69.11 | |
| FEROMADrifting=10 / 202026.02 | 68.9 | |
| FEROMADrifting=20 / 202026.02 | 68.59 | |
| CFLDrifting=10 / 202026.02 | 61.43 | |
| CFLDrifting=5 / 202026.02 | 60.44 | |
| CFLDrifting=20 / 202026.02 | 60.43 | |
| FeSEMDrifting=5 / 202026.02 | 59.23 | |
| FeSEMDrifting=10 / 202026.02 | 58.55 | |
| FeSEMDrifting=20 / 202026.02 | 57.54 | |
| FedAvgDrifting=5 / 202026.02 | 57.38 | |
| FedAvgDrifting=10 / 202026.02 | 56.76 | |
| FedAvgDrifting=20 / 202026.02 | 56.62 | |
| pFedMeDrifting=20 / 202026.02 | 56.07 | |
| pFedMeDrifting=5 / 202026.02 | 55.54 | |
| pFedMeDrifting=10 / 202026.02 | 55.48 | |
| APFLDrifting=5 / 202026.02 | 53.78 | |
| FedRCDrifting=10 / 202026.02 | 53.55 | |
| APFLDrifting=10 / 202026.02 | 52.83 | |
| FedRCDrifting=5 / 202026.02 | 52.76 | |
| IFCADrifting=20 / 202026.02 | 51.54 | |
| FedRCDrifting=20 / 202026.02 | 51.46 | |
| FedEMDrifting=10 / 202026.02 | 51.34 | |
| IFCADrifting=5 / 202026.02 | 51.14 | |
| APFLDrifting=20 / 202026.02 | 51 | |
| IFCADrifting=10 / 202026.02 | 50.88 | |
| FedEMDrifting=5 / 202026.02 | 50.45 | |
| FedEMDrifting=20 / 202026.02 | 50.44 |