Image Classification on CIFAR-100 rho=0.49 (test)
56.83AccuracyHARMONY
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HARMONYBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 56.83 | 0.31 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.92026.05 | 55.57 | 0.31 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.2, On-device fine-tuning (FT)=true2026.05 | 45.8 | 0.32 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.22026.05 | 28.56 | 0.4 | |
| Multi-exit SFLBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 18.18 | 0.74 | |
| SplitFedBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 4.42 | 2.34 |