Image Classification on CIFAR-100 (Statistical Performance Summary)
39.8Mean AccuracyCRAFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CRAFTBackbone=ResNet-202026.05 | 39.8 | 67.3 | 13.7 | 15.4 | |
| CRAFTBackbone=ResNet-562026.05 | 38.1 | 66.1 | 11.2 | 15.6 | |
| CRAFTBackbone=ResNet-1102026.05 | 36.3 | 62.9 | 11 | 14.9 | |
| FedAvgMBackbone=ResNet-202026.05 | 21.3 | 46.2 | 0.8 | 13 | |
| ConFIGBackbone=ResNet-202026.05 | 20.8 | 45.8 | 0 | 13.1 | |
| FedLFBackbone=ResNet-202026.05 | 20.6 | 44.3 | 0 | 12.7 | |
| ConFIGBackbone=ResNet-562026.05 | 18.1 | 41.8 | 0 | 12.1 | |
| FedAdaGradBackbone=ResNet-202026.05 | 17.8 | 43.3 | 0 | 12.7 | |
| FedAdamBackbone=ResNet-202026.05 | 17.4 | 41.5 | 0 | 12.1 | |
| FedYogiBackbone=ResNet-202026.05 | 17.2 | 40.8 | 0 | 12 | |
| FedAvgMBackbone=ResNet-562026.05 | 16.6 | 39.8 | 0 | 11.7 | |
| FedLFBackbone=ResNet-562026.05 | 14.9 | 38.3 | 0 | 11.3 | |
| FedAvgMBackbone=ResNet-1102026.05 | 14.1 | 37.2 | 0 | 11.4 | |
| FedLFBackbone=ResNet-1102026.05 | 14.1 | 36 | 0 | 11 | |
| FedFVBackbone=ResNet-202026.05 | 13.9 | 35.2 | 0 | 11 | |
| FedAdaGradBackbone=ResNet-562026.05 | 13.2 | 35.2 | 0 | 10.8 | |
| qFedAvgBackbone=ResNet-202026.05 | 12.6 | 34.9 | 0 | 10.8 | |
| FedNovaBackbone=ResNet-202026.05 | 12.4 | 33.7 | 0 | 10.5 | |
| FedAdamBackbone=ResNet-562026.05 | 12.3 | 33.5 | 0 | 10.5 | |
| FedAvgBackbone=ResNet-202026.05 | 12.2 | 33.6 | 0 | 10.4 | |
| FedProxBackbone=ResNet-202026.05 | 12.2 | 33.6 | 0 | 10.4 | |
| FedAdaGradBackbone=ResNet-1102026.05 | 12.1 | 32.8 | 0 | 10.3 | |
| FedFVBackbone=ResNet-562026.05 | 12 | 32.9 | 0 | 10.4 | |
| FedYogiBackbone=ResNet-562026.05 | 11.6 | 32.7 | 0 | 10.4 | |
| FedAdamBackbone=ResNet-1102026.05 | 11.1 | 31.4 | 0 | 10.1 | |
| FedNovaBackbone=ResNet-562026.05 | 10 | 29.8 | 0 | 9.7 | |
| qFedAvgBackbone=ResNet-562026.05 | 9.8 | 29.1 | 0 | 9.5 | |
| FedAvgBackbone=ResNet-562026.05 | 9.7 | 29.7 | 0 | 9.7 | |
| FedProxBackbone=ResNet-562026.05 | 9.7 | 29.8 | 0 | 9.7 | |
| FedFVBackbone=ResNet-1102026.05 | 9.7 | 29.5 | 0 | 9.5 | |
| FedProxBackbone=ResNet-1102026.05 | 9.3 | 28.1 | 0 | 9 | |
| FedAvgBackbone=ResNet-1102026.05 | 9.1 | 27.3 | 0 | 8.8 | |
| FedNovaBackbone=ResNet-1102026.05 | 8.6 | 28.1 | 0 | 9.1 | |
| qFedAvgBackbone=ResNet-1102026.05 | 8.1 | 25.9 | 0 | 8.5 | |
| FedYogiBackbone=ResNet-1102026.05 | 7.8 | 26.5 | 0 | 8.7 | |
| ConFIGBackbone=ResNet-1102026.05 | 7.2 | 25 | 0 | 8.4 | |
| AFLBackbone=ResNet-202026.05 | 6.7 | 24.4 | 0 | 7.9 | |
| AFLBackbone=ResNet-562026.05 | 5.3 | 21.3 | 0 | 7.2 | |
| AFLBackbone=ResNet-1102026.05 | 4.4 | 19.4 | 0 | 6.7 | |
| FedMGDA+Backbone=ResNet-202026.05 | 2.9 | 16.4 | 0 | 5.7 | |
| FedMGDA+Backbone=ResNet-1102026.05 | 1.3 | 11.4 | 0 | 4 | |
| FedMGDA+Backbone=ResNet-562026.05 | 1.1 | 9.8 | 0 | 3.2 |