Image Classification on CIFAR-10 (Accuracy Statistics)
92.8Mean AccuracyCNFA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNFAEvaluation Protocol=Fine-tuning, Backbone=ResNet-182024.07 | 92.8 | — | — | — | |
| CFAEvaluation Protocol=Fine-tuning, Backbone=ResNet-182024.07 | 92.6 | — | — | — | |
| NCLEvaluation Protocol=Fine-tuning, Backbone=ResNet-182024.07 | 92.6 | — | — | — | |
| CLEvaluation Protocol=Fine-tuning, Backbone=ResNet-182024.07 | 92.3 | — | — | — | |
| CNFAEvaluation Protocol=Linear Probing, Backbone=ResNet-182024.07 | 88.2 | — | — | — | |
| CFAEvaluation Protocol=Linear Probing, Backbone=ResNet-182024.07 | 88 | — | — | — | |
| NCLEvaluation Protocol=Linear Probing, Backbone=ResNet-182024.07 | 87.8 | — | — | — | |
| CLEvaluation Protocol=Linear Probing, Backbone=ResNet-182024.07 | 87.6 | — | — | — | |
| CIMArchitecture=ResNet-18, IPC=502026.07 | 85.1 | — | — | — | |
| CIMArchitecture=ConvNet, IPC=502026.07 | 74.7 | — | — | — | |
| ADDArchitecture=ConvNet, IPC=502026.07 | 73.8 | — | — | — | |
| CRAFTArchitecture=CNN2026.05 | 72.2 | 89.6 | 49.1 | 11.6 | |
| RDEDArchitecture=ConvNet, IPC=502026.07 | 68.4 | — | — | — | |
| IDMArchitecture=ConvNet, IPC=502026.07 | 67.5 | — | — | — | |
| ADDArchitecture=ConvNet, IPC=102026.07 | 67.1 | — | — | — | |
| DataDAMArchitecture=ConvNet, IPC=502026.07 | 67 | — | — | — | |
| FedNovaArchitecture=CNN2026.05 | 66.7 | 86.7 | 41.3 | 13.8 | |
| FedAvgMArchitecture=CNN2026.05 | 66.2 | 84.6 | 49.1 | 10.8 | |
| CIMArchitecture=ResNet-18, IPC=102026.07 | 66.2 | — | — | — | |
| FedAdaGradArchitecture=CNN2026.05 | 64.8 | 85 | 47.2 | 11.6 | |
| FedFVArchitecture=CNN2026.05 | 64.1 | 87.5 | 36.1 | 15 | |
| FedProxArchitecture=CNN2026.05 | 64 | 86.7 | 33.5 | 16.2 | |
| FedAvgArchitecture=CNN2026.05 | 63.6 | 85.6 | 31.8 | 16.7 | |
| FedAdamArchitecture=CNN2026.05 | 62.1 | 87.2 | 27.2 | 17.3 | |
| RDEDArchitecture=ResNet-18, IPC=502026.07 | 62.1 | — | — | — | |
| CIMArchitecture=ConvNet, IPC=102026.07 | 61.4 | — | — | — | |
| ConFIGArchitecture=CNN2026.05 | 60.9 | 83.4 | 36.2 | 14.2 | |
| FedYogiArchitecture=CNN2026.05 | 60.7 | 86.5 | 34.5 | 15.2 | |
| FedLFArchitecture=CNN2026.05 | 60.3 | 87.2 | 30.3 | 16.5 | |
| G-VBSMArchitecture=ResNet-18, IPC=502026.07 | 59.2 | — | — | — | |
| qFedAvgArchitecture=CNN2026.05 | 58.6 | 80.8 | 33.6 | 14.3 | |
| IDMArchitecture=ConvNet, IPC=102026.07 | 58.6 | — | — | — | |
| AFLArchitecture=CNN2026.05 | 56.2 | 73.3 | 28.5 | 13.4 | |
| DataDAMArchitecture=ConvNet, IPC=102026.07 | 54.2 | — | — | — | |
| G-VBSMArchitecture=ResNet-18, IPC=102026.07 | 53.5 | — | — | — | |
| FAEvaluation Protocol=Fine-tuning, Backbone=ResNet-182024.07 | 52.3 | — | — | — | |
| RDEDArchitecture=ConvNet, IPC=102026.07 | 50.2 | — | — | — | |
| ADDArchitecture=ConvNet, IPC=12026.07 | 49.2 | — | — | — | |
| IDMArchitecture=ConvNet, IPC=12026.07 | 45.6 | — | — | — | |
| FedMGDA+Architecture=CNN2026.05 | 41 | 69 | 8.3 | 18.2 | |
| CIMArchitecture=ConvNet, IPC=12026.07 | 37.4 | — | — | — | |
| RDEDArchitecture=ResNet-18, IPC=102026.07 | 37.1 | — | — | — | |
| FAEvaluation Protocol=Linear Probing, Backbone=ResNet-182024.07 | 35.4 | — | — | — | |
| CIMArchitecture=ResNet-18, IPC=12026.07 | 32.3 | — | — | — | |
| DataDAMArchitecture=ConvNet, IPC=12026.07 | 32 | — | — | — | |
| RDEDArchitecture=ConvNet, IPC=12026.07 | 23.5 | — | — | — | |
| RDEDArchitecture=ResNet-18, IPC=12026.07 | 22.9 | — | — | — |