Image Classification on Skin Cancer 8 classes
815Communication StepsFTTE
Evaluation Results
| Method | Links | |
|---|---|---|
| FTTEα (Data Heterogeneity)=100000, Target Acc.=45.67%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 815 | |
| FTTEα (Data Heterogeneity)=0.1, Target Acc.=30.05%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 969 | |
| FTTEα (Data Heterogeneity)=1.0, Target Acc.=43.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,269 | |
| FedAdamα (Data Heterogeneity)=0.1, Target Acc.=30.05%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 2,600 | |
| FedAdamα (Data Heterogeneity)=1.0, Target Acc.=43.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 4,400 | |
| FedAdamα (Data Heterogeneity)=100000, Target Acc.=45.67%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 6,200 |