Medical Image Classification on CheXpert Low Non-IID Level
76.64AccuracyFEROMA
Evaluation Results
| Method | Links | |
|---|---|---|
| FEROMADrifting=20 / 202026.02 | 76.64 | |
| FEROMADrifting=5 / 202026.02 | 76.32 | |
| FEROMADrifting=10 / 202026.02 | 75.99 | |
| FedDriftDrifting=5 / 202026.02 | 75.79 | |
| FedDriftDrifting=10 / 202026.02 | 74.86 | |
| FedDriftDrifting=20 / 202026.02 | 74.03 | |
| CFLDrifting=5 / 202026.02 | 65.09 | |
| CFLDrifting=10 / 202026.02 | 64.85 | |
| FeSEMDrifting=20 / 202026.02 | 64.45 | |
| FeSEMDrifting=5 / 202026.02 | 64.09 | |
| FeSEMDrifting=10 / 202026.02 | 63.76 | |
| CFLDrifting=20 / 202026.02 | 63.73 | |
| FedAvgDrifting=10 / 202026.02 | 62.07 | |
| pFedMeDrifting=5 / 202026.02 | 61.7 | |
| pFedMeDrifting=10 / 202026.02 | 61.12 | |
| FedAvgDrifting=5 / 202026.02 | 59.5 | |
| FedRCDrifting=10 / 202026.02 | 58.8 | |
| pFedMeDrifting=20 / 202026.02 | 58.68 | |
| FedAvgDrifting=20 / 202026.02 | 57.68 | |
| FedRCDrifting=5 / 202026.02 | 57.07 | |
| APFLDrifting=10 / 202026.02 | 56.9 | |
| FedRCDrifting=20 / 202026.02 | 56.77 | |
| FedEMDrifting=20 / 202026.02 | 56.54 | |
| APFLDrifting=5 / 202026.02 | 56.35 | |
| FedEMDrifting=5 / 202026.02 | 56.31 | |
| IFCADrifting=5 / 202026.02 | 55.94 | |
| APFLDrifting=20 / 202026.02 | 55.9 | |
| FedEMDrifting=10 / 202026.02 | 55.12 | |
| IFCADrifting=10 / 202026.02 | 55.12 | |
| IFCADrifting=20 / 202026.02 | 54.31 |