Image Classification on Flowers-102 (Communication Steps)
1,017Communication StepsFTTE
Evaluation Results
| Method | Links | |
|---|---|---|
| FTTEα (Data Heterogeneity)=100000, Target Acc.=67.28%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,017 | |
| FTTEα (Data Heterogeneity)=1.0, Target Acc.=65.69%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,101 | |
| FTTEα (Data Heterogeneity)=0.1, Target Acc.=64.56%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,981 | |
| FedAdamα (Data Heterogeneity)=1.0, Target Acc.=65.69%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 5,000 | |
| FedAdamα (Data Heterogeneity)=100000, Target Acc.=67.28%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 5,400 | |
| FedAdamα (Data Heterogeneity)=0.1, Target Acc.=64.56%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 6,900 |