Image Classification on CIFAR-100 rho=0 (test)
84.62AccuracyHARMONY
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HARMONYBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 84.62 | 0.2 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.92026.05 | 82.73 | 0.21 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.2, On-device fine-tuning (FT)=true2026.05 | 67.62 | 0.21 | |
| SplitGPBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=2, Personalization intensity (lambda)=0.22026.05 | 41.63 | 0.28 | |
| Multi-exit SFLBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 25.93 | 0.52 | |
| SplitFedBackbone=MobileNet-V2, N (Number of clients)=30, Shard (Data distribution)=22026.05 | 6.01 | 1.57 |