Image Classification on CIFAR-10 (Statistical Summary Reporting)
82.3Mean AccuracyCRAFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CRAFTBackbone=ResNet-562026.05 | 82.3 | 100 | 50 | 15.4 | |
| CRAFTBackbone=ResNet-1102026.05 | 81.8 | 100 | 48.6 | 15.8 | |
| CRAFTBackbone=ResNet-202026.05 | 80.6 | 100 | 47.9 | 15.9 | |
| ConFIGBackbone=ResNet-202026.05 | 52.5 | 87.2 | 14.6 | 21.1 | |
| FedLFBackbone=ResNet-202026.05 | 50.1 | 84.5 | 14.9 | 20.8 | |
| FedLFBackbone=ResNet-562026.05 | 49.4 | 83.1 | 13.2 | 20.6 | |
| FedLFBackbone=ResNet-1102026.05 | 46.8 | 82.2 | 8.2 | 21.5 | |
| FedAvgMBackbone=ResNet-202026.05 | 46.3 | 87.1 | 4 | 24.1 | |
| FedAdaGradBackbone=ResNet-202026.05 | 42.7 | 79.9 | 7.2 | 20.6 | |
| FedFVBackbone=ResNet-202026.05 | 42.1 | 78 | 7.8 | 19.4 | |
| FedFVBackbone=ResNet-562026.05 | 41.6 | 79.3 | 7.6 | 19.9 | |
| FedAdamBackbone=ResNet-202026.05 | 41.2 | 79 | 6.5 | 19.7 | |
| FedAdaGradBackbone=ResNet-562026.05 | 40.1 | 79.2 | 2.6 | 21.5 | |
| FedAvgMBackbone=ResNet-562026.05 | 39.9 | 82.6 | 0.9 | 24.3 | |
| FedYogiBackbone=ResNet-202026.05 | 39.8 | 77.7 | 4.7 | 20.1 | |
| FedFVBackbone=ResNet-1102026.05 | 38.5 | 77.9 | 2.9 | 20.8 | |
| FedNovaBackbone=ResNet-202026.05 | 38.1 | 73.4 | 4 | 19 | |
| FedNovaBackbone=ResNet-562026.05 | 37.8 | 73.7 | 2.2 | 19.9 | |
| FedAdamBackbone=ResNet-562026.05 | 37.6 | 76 | 2 | 20.4 | |
| FedYogiBackbone=ResNet-562026.05 | 36.8 | 77.1 | 1 | 21.4 | |
| FedProxBackbone=ResNet-562026.05 | 36.3 | 72.1 | 1.2 | 19.7 | |
| FedAvgBackbone=ResNet-562026.05 | 36.2 | 72.8 | 1.6 | 19.6 | |
| FedAdaGradBackbone=ResNet-1102026.05 | 36.1 | 76.7 | 0.5 | 21.2 | |
| FedAvgBackbone=ResNet-202026.05 | 35.6 | 72.7 | 1.5 | 19.5 | |
| FedProxBackbone=ResNet-202026.05 | 35.6 | 72.8 | 1.5 | 19.5 | |
| qFedAvgBackbone=ResNet-202026.05 | 35.2 | 71.6 | 1.9 | 19.1 | |
| qFedAvgBackbone=ResNet-562026.05 | 35 | 76 | 0.6 | 21.4 | |
| FedAdamBackbone=ResNet-1102026.05 | 34.8 | 78.5 | 0.1 | 22.4 | |
| FedAvgMBackbone=ResNet-1102026.05 | 34.4 | 81.1 | 0 | 24.4 | |
| FedYogiBackbone=ResNet-1102026.05 | 33.6 | 76 | 0 | 22 | |
| FedNovaBackbone=ResNet-1102026.05 | 32.9 | 74.1 | 0 | 21.7 | |
| FedAvgBackbone=ResNet-1102026.05 | 32.5 | 71.2 | 0 | 20.1 | |
| FedProxBackbone=ResNet-1102026.05 | 32.5 | 71.3 | 0 | 20.3 | |
| ConFIGBackbone=ResNet-562026.05 | 31.7 | 69.4 | 0 | 19.6 | |
| qFedAvgBackbone=ResNet-1102026.05 | 31 | 71.2 | 0 | 21 | |
| AFLBackbone=ResNet-202026.05 | 29.4 | 73.2 | 0 | 21.7 | |
| AFLBackbone=ResNet-562026.05 | 29.4 | 70.1 | 0 | 20.3 | |
| FedMGDA+Backbone=ResNet-1102026.05 | 25.2 | 69.3 | 0 | 22.4 | |
| AFLBackbone=ResNet-1102026.05 | 25 | 59.7 | 0 | 18.9 | |
| FedMGDA+Backbone=ResNet-562026.05 | 24.9 | 69.3 | 0 | 21.9 | |
| FedMGDA+Backbone=ResNet-202026.05 | 23.5 | 61.2 | 0 | 19.3 | |
| ConFIGBackbone=ResNet-1102026.05 | 18.5 | 55.6 | 0 | 17.7 |