Image Classification on CIFAR10 (Error %)
59.5Accuracy (%)APFed-C
Evaluation results
| Method | Links | ||
|---|---|---|---|
| APFed-CSetting=2 - 22024.09 | 59.5 | — | |
| APFed-RSetting=2 - 22024.09 | 57.05 | — | |
| SingleVLSetting=2 - 22024.09 | 56.53 | — | |
| APFed-CSetting=3 - 22024.09 | 56.02 | — | |
| APFed-CSetting=2 - 12024.09 | 55.99 | — | |
| APFed-CSetting=3 - 32024.09 | 55.56 | — | |
| APFed-RSetting=3 - 22024.09 | 55.03 | — | |
| APFed-CSetting=Avg.2024.09 | 54.8 | — | |
| SingleVLSetting=3 - 22024.09 | 54.17 | — | |
| APFed-RSetting=3 - 32024.09 | 54.11 | — | |
| APFed-RSetting=2 - 12024.09 | 53.74 | — | |
| SingleVLSetting=2 - 12024.09 | 52.94 | — | |
| APFed-RSetting=Avg.2024.09 | 52.92 | — | |
| SingleVLSetting=3 - 32024.09 | 52.6 | — | |
| SingleVLSetting=Avg.2024.09 | 52.26 | — | |
| TVFL-0Setting=2 - 22024.09 | 48.91 | — | |
| APFed-CSetting=3 - 12024.09 | 46.93 | — | |
| SingleVLSetting=3 - 12024.09 | 45.07 | — | |
| TVFL-ASetting=2 - 22024.09 | 44.99 | — | |
| APFed-RSetting=3 - 12024.09 | 44.66 | — | |
| TVFL-0Setting=2 - 12024.09 | 43.24 | — | |
| TVFL-0Setting=3 - 32024.09 | 40.93 | — | |
| TVFL-ASetting=2 - 12024.09 | 40.11 | — | |
| TVFL-0Setting=3 - 22024.09 | 39.07 | — | |
| TVFL-0Setting=Avg.2024.09 | 38.75 | — | |
| TVFL-ASetting=Avg.2024.09 | 34.71 | — | |
| TVFL-ASetting=3 - 32024.09 | 33.36 | — | |
| TVFL-ASetting=3 - 22024.09 | 33.06 | — | |
| TVFL-ASetting=3 - 12024.09 | 22.04 | — | |
| TVFL-0Setting=3 - 12024.09 | 21.61 | — | |
| TVFL-RSetting=2 - 22024.09 | 13.52 | — | |
| TVFL-RSetting=3 - 22024.09 | 12.11 | — | |
| TVFL-RSetting=2 - 12024.09 | 12.09 | — | |
| TVFL-RSetting=Avg.2024.09 | 11.99 | — | |
| TVFL-RSetting=3 - 32024.09 | 11.44 | — | |
| TVFL-RSetting=3 - 12024.09 | 10.79 | — | |
| ALL-CNN-αF -p4mParams (M)=1.25, MACs (G)=2.92, MACs/Params (G/M)=2.342023.05 | — | 6.61 | |
| p4m-E4R18Params (M)=6.00, MACs (G)=3.87, MACs/Params (G/M)=0.652023.05 | — | 4.96 | |
| RESNET44-αF p4mParams (M)=2.70, MACs (G)=3.45, MACs/Params (G/M)=1.282023.05 | — | 5.86 | |
| ResNeXt29Params (M)=6.81, MACs (G)=1.08, MACs/Params (G/M)=0.162023.05 | — | 4.36 | |
| ResNeXt29-WMCGParams (M)=4.74, MACs (G)=1.08, MACs/Params (G/M)=0.232023.05 | — | 4.05 |