Classification on P-MNIST
95.97AccuracyJoint NPCL
Evaluation Results
| Method | Links | |
|---|---|---|
| Joint NPCLEvaluation Protocol=Joint Training2023.10 | 95.97 | |
| Joint ANPEvaluation Protocol=Joint Training2023.10 | 95.39 | |
| Joint NPEvaluation Protocol=Joint Training2023.10 | 95.02 | |
| Joint ResNetEvaluation Protocol=Joint Training2023.10 | 94.33 | |
| TPFedCategory=DFed(W)2024.10 | 94.22 | |
| pFedClubCategory=SFed2024.10 | 93.95 | |
| SQMDCategory=SFed2024.10 | 93.79 | |
| FedMDCategory=CFed2024.10 | 93.75 | |
| TPFed-idxCategory=DFed(W)2024.10 | 93.75 | |
| BlockFLCategory=CFed2024.10 | 93.42 | |
| KD-PDFLCategory=DFed(G)2024.10 | 92.32 | |
| ProxyFLCategory=DFed(G)2024.10 | 92.24 | |
| SILOCategory=SILO2024.10 | 87.74 | |
| Multitask NPCLEvaluation Protocol=Joint Training2023.10 | 87.4 | |
| DERMsize=500, Evaluation Protocol=Domain-IL2023.10 | 87.29 | |
| NPCLMsize=500, Evaluation Protocol=Domain-IL2023.10 | 86.52 | |
| FDRMsize=500, Evaluation Protocol=Domain-IL2023.10 | 83.18 | |
| NPCLMsize=200, Evaluation Protocol=Domain-IL2023.10 | 83.11 | |
| ST-NPCLMsize=500, Evaluation Protocol=Domain-IL2023.10 | 82.06 | |
| DERMsize=200, Evaluation Protocol=Domain-IL2023.10 | 81.74 | |
| ANPMsize=500, Evaluation Protocol=Domain-IL2023.10 | 80.98 | |
| ERMsize=500, Evaluation Protocol=Domain-IL2023.10 | 80.6 | |
| NPMsize=500, Evaluation Protocol=Domain-IL2023.10 | 79.44 | |
| ST-NPCLMsize=200, Evaluation Protocol=Domain-IL2023.10 | 76.4 | |
| oEWCEvaluation Protocol=Domain-IL2023.10 | 75.79 | |
| FDRMsize=200, Evaluation Protocol=Domain-IL2023.10 | 74.77 | |
| ANPMsize=200, Evaluation Protocol=Domain-IL2023.10 | 73.55 | |
| Naive NPCLMsize=500, Evaluation Protocol=Domain-IL2023.10 | 73.3 | |
| ERMsize=200, Evaluation Protocol=Domain-IL2023.10 | 72.37 | |
| NPMsize=200, Evaluation Protocol=Domain-IL2023.10 | 70.02 | |
| Naive NPCLMsize=200, Evaluation Protocol=Domain-IL2023.10 | 68.37 | |
| SIEvaluation Protocol=Domain-IL2023.10 | 65.86 |