Image Classification on CIFAR-10 Global (test)
76.77AccuracyPERADA
Evaluation results
| Method | Links | |
|---|---|---|
| PERADAAlgorithm Type=pFL, Trained Params=Adapter, Evaluation Protocol=Global Model, Knowledge Distillation=True2023.02 | 76.77 | |
| FEDDF (w/ KD)Algorithm Type=generic FL, Trained Params=Full, Evaluation Protocol=Global Model, Knowledge Distillation=True2023.02 | 74.83 | |
| PERADA W/o KDAlgorithm Type=pFL, Trained Params=Adapter, Evaluation Protocol=Global Model, Knowledge Distillation=False2023.02 | 74.22 | |
| FEDDYNAlgorithm Type=generic FL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 70.36 | |
| DITTOAlgorithm Type=pFL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 69.95 | |
| APFLAlgorithm Type=pFL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 69.79 | |
| FEDPROXAlgorithm Type=generic FL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 69.64 | |
| FEDAVGAlgorithm Type=generic FL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 69.34 | |
| PFEDMEAlgorithm Type=pFL, Trained Params=Full, Evaluation Protocol=Global Model2023.02 | 68.25 | |
| PERADAPersonalized Params=Adapter2023.02 | 59.05 | |
| DITTOPersonalized Params=Full model2023.02 | 53.82 | |
| PERADA W/o KDPersonalized Params=Adapter2023.02 | 53.81 | |
| PFEDMEPersonalized Params=Full model2023.02 | 45.06 | |
| FEDAVG+FTPersonalized Params=Full model2023.02 | 43.99 | |
| APFLPersonalized Params=Full model2023.02 | 43.92 | |
| FEDBNPersonalized Params=Batch norm.2023.02 | 43.18 | |
| FEDSIM (Output layer)Personalized Params=Output layer2023.02 | 41.98 | |
| FEDALT (Output layer)Personalized Params=Output layer2023.02 | 40.68 | |
| FEDREPPersonalized Params=Output layer2023.02 | 35.19 | |
| FEDSIM (Input layer)Personalized Params=Input layer2023.02 | 33.07 | |
| FEDALT (Input layer)Personalized Params=Input layer2023.02 | 32.23 | |
| FEDSIM (Adapter)Personalized Params=Adapter2023.02 | 31.97 | |
| FEDALT (Adapter)Personalized Params=Adapter2023.02 | 31.51 | |
| LG-FEDAVGPersonalized Params=Feat. extractor2023.02 | 29.96 | |
| STANDALONEPersonalized Params=Full model2023.02 | 29.77 | |
| MTLPersonalized Params=Full model2023.02 | 29.46 |