Image Classification on CIFAR-100 (test) (Communication Rounds)
120Communication RoundsFedCM
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCMTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 120 | |
| FedCMTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 126 | |
| MoFedSAMTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 146 | |
| MoFedSAMTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 154 | |
| FedCMTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 157 | |
| FedMRURTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 157 | |
| FedCMTarget Accuracy=42%, Data Distribution=Dir(mu=0.6)2023.11 | 173 | |
| FedMRURTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 179 | |
| MoFedSAMTarget Accuracy=42%, Data Distribution=Dir(mu=0.3)2023.11 | 192 | |
| FedMRURTarget Accuracy=42%, Data Distribution=Dir(mu=0.6)2023.11 | 192 | |
| FedCMTarget Accuracy=42%, Data Distribution=Dir(mu=0.3)2023.11 | 193 | |
| MoFedSAMTarget Accuracy=42%, Data Distribution=Dir(mu=0.6)2023.11 | 197 | |
| MoFedSAMTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 211 | |
| FedMRURTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 223 | |
| FedMRURTarget Accuracy=42%, Data Distribution=Dir(mu=0.3)2023.11 | 230 | |
| FedMRURTarget Accuracy=45%, Data Distribution=Dir(mu=0.6)2023.11 | 241 | |
| MoFedSAMTarget Accuracy=45%, Data Distribution=Dir(mu=0.6)2023.11 | 243 | |
| FedCMTarget Accuracy=38%, Data Distribution=Path(n=10)2023.11 | 255 | |
| FedCMTarget Accuracy=42%, Data Distribution=Path(n=20)2023.11 | 260 | |
| MoFedSAMTarget Accuracy=42%, Data Distribution=Path(n=20)2023.11 | 260 | |
| FedMRURTarget Accuracy=45%, Data Distribution=Dir(mu=0.3)2023.11 | 263 | |
| FedMRURTarget Accuracy=42%, Data Distribution=Path(n=20)2023.11 | 266 | |
| FedCMTarget Accuracy=45%, Data Distribution=Dir(mu=0.6)2023.11 | 276 | |
| MoFedSAMTarget Accuracy=45%, Data Distribution=Dir(mu=0.3)2023.11 | 278 | |
| MoFedSAMTarget Accuracy=38%, Data Distribution=Path(n=10)2023.11 | 300 | |
| SCAFFOLDTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 301 | |
| SCAFFOLDTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 322 | |
| FedMRURTarget Accuracy=45%, Data Distribution=Path(n=20)2023.11 | 338 | |
| FedMRURTarget Accuracy=38%, Data Distribution=Path(n=10)2023.11 | 341 | |
| FedCMTarget Accuracy=45%, Data Distribution=Dir(mu=0.3)2023.11 | 353 | |
| SCAFFOLDTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 389 | |
| MoFedSAMTarget Accuracy=42%, Data Distribution=Path(n=10)2023.11 | 392 | |
| MoFedSAMTarget Accuracy=45%, Data Distribution=Path(n=20)2023.11 | 400 | |
| SCAFFOLDTarget Accuracy=42%, Data Distribution=Dir(mu=0.6)2023.11 | 406 | |
| FedMRURTarget Accuracy=42%, Data Distribution=Path(n=10)2023.11 | 424 | |
| SCAFFOLDTarget Accuracy=42%, Data Distribution=Dir(mu=0.3)2023.11 | 449 | |
| FedCMTarget Accuracy=45%, Data Distribution=Path(n=20)2023.11 | 470 | |
| FedProxTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 480 | |
| FedMRURTarget Accuracy=45%, Data Distribution=Path(n=10)2023.11 | 484 | |
| FedProxTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 488 | |
| FedAvgTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 494 | |
| FedAvgTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 513 | |
| SCAFFOLDTarget Accuracy=45%, Data Distribution=Dir(mu=0.6)2023.11 | 521 | |
| FedCMTarget Accuracy=42%, Data Distribution=Path(n=10)2023.11 | 527 | |
| SCAFFOLDTarget Accuracy=42%, Data Distribution=Path(n=20)2023.11 | 558 | |
| MoFedSAMTarget Accuracy=45%, Data Distribution=Path(n=10)2023.11 | 575 | |
| SCAFFOLDTarget Accuracy=38%, Data Distribution=Path(n=10)2023.11 | 585 | |
| SCAFFOLDTarget Accuracy=45%, Data Distribution=Dir(mu=0.3)2023.11 | 616 | |
| FedProxTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 638 | |
| FedAvgTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 655 | |
| FedExpTarget Accuracy=38%, Data Distribution=Dir(mu=0.6)2023.11 | 715 | |
| FedExpTarget Accuracy=38%, Data Distribution=Dir(mu=0.3)2023.11 | 782 | |
| SCAFFOLDTarget Accuracy=45%, Data Distribution=Path(n=20)2023.11 | 784 | |
| FedExpTarget Accuracy=38%, Data Distribution=Path(n=20)2023.11 | 795 | |
| FedCMTarget Accuracy=45%, Data Distribution=Path(n=10)2023.11 | 842 | |
| FedExpTarget Accuracy=42%, Data Distribution=Dir(mu=0.6)2023.11 | 985 | |
| SCAFFOLDTarget Accuracy=42%, Data Distribution=Path(n=10)2023.11 | 998 | |
| FedExpTarget Accuracy=38%, Data Distribution=Path(n=10)2023.11 | 1,076 | |
| FedExpTarget Accuracy=42%, Data Distribution=Path(n=20)2023.11 | 1,132 | |
| FedExpTarget Accuracy=42%, Data Distribution=Dir(mu=0.3)2023.11 | 1,144 | |
| FedExpTarget Accuracy=42%, Data Distribution=Path(n=10)2023.11 | 1,382 |