Communication Rounds Evaluation on TinyImageNet (test)
342Communication RoundsFedCM
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCMTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 342 | |
| FedCMTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 366 | |
| FedCMTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 401 | |
| MoFedSAMTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 415 | |
| MoFedSAMTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 436 | |
| MoFedSAMTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 447 | |
| MoFedSAMTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 460 | |
| FedMRURTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 470 | |
| FedMRURTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 473 | |
| FedCMTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 474 | |
| FedMRURTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 517 | |
| FedMRURTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 570 | |
| MoFedSAMTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11 | 583 | |
| MoFedSAMTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11 | 598 | |
| FedCMTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11 | 599 | |
| MoFedSAMTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11 | 624 | |
| FedMRURTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11 | 653 | |
| FedMRURTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11 | 671 | |
| FedCMTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11 | 674 | |
| MoFedSAMTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11 | 685 | |
| FedMRURTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11 | 707 | |
| FedCMTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11 | 735 | |
| SCAFFOLDTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 766 | |
| SCAFFOLDTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 785 | |
| FedMRURTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11 | 788 | |
| SCAFFOLDTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 850 | |
| FedCMTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11 | 879 | |
| FedMRURTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.11 | 948 | |
| MoFedSAMTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.11 | 950 | |
| FedMRURTarget Accuracy=40%, Data Distribution=Path(n=80)2023.11 | 953 | |
| MoFedSAMTarget Accuracy=40%, Data Distribution=Path(n=80)2023.11 | 959 | |
| SCAFFOLDTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 967 | |
| FedAvgTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 972 | |
| FedAvgTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 1,002 | |
| FedProxTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 1,030 | |
| FedProxTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 1,043 | |
| FedMRURTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.11 | 1,050 | |
| FedMRURTarget Accuracy=40%, Data Distribution=Path(n=40)2023.11 | 1,069 | |
| FedAvgTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 1,078 | |
| MoFedSAMTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.11 | 1,106 | |
| MoFedSAMTarget Accuracy=40%, Data Distribution=Path(n=40)2023.11 | 1,162 | |
| FedProxTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 1,163 | |
| FedAvgTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 1,176 | |
| SCAFFOLDTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11 | 1,206 | |
| FedExpTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11 | 1,255 | |
| SCAFFOLDTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11 | 1,289 | |
| FedExpTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11 | 1,327 | |
| FedExpTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11 | 1,362 | |
| FedExpTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 1,439 | |
| SCAFFOLDTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11 | 1,444 | |
| FedCMTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.11 | 1,451 | |
| FedCMTarget Accuracy=40%, Data Distribution=Path(n=80)2023.11 | 1,587 | |
| FedProxTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11 | 1,615 | |
| SCAFFOLDTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11 | 2,064 | |
| FedCMTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.11 | 2,173 | |
| FedCMTarget Accuracy=40%, Data Distribution=Path(n=40)2023.11 | 2,186 |