Image Classification on FMNIST N = 50 (test)
1.74Max LatencyMulti-exit
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Multi-exitalpha_D=0.32026.05 | 1.74 | 84.64 | 83.56 | |
| λ=0.2alpha_D=0.32026.05 | 1.77 | 89.63 | 82.13 | |
| λ=0.2alpha_D=0.12026.05 | 2.36 | 90.91 | 78.45 | |
| HARMONYalpha_D=0.32026.05 | 2.84 | 93.01 | 87.19 | |
| Multi-exitalpha_D=0.12026.05 | 3.18 | 84.24 | 80.3 | |
| HARMONYalpha_D=0.12026.05 | 3.31 | 94.82 | 85.24 | |
| λ=0.2+FTalpha_D=0.32026.05 | 3.38 | 92.03 | 79.68 | |
| λ=0.9alpha_D=0.12026.05 | 4.12 | 94.37 | 56.15 | |
| λ=0.9alpha_D=0.32026.05 | 4.2 | 91.63 | 69.77 | |
| λ=0.2+FTalpha_D=0.12026.05 | 4.34 | 93.91 | 75.44 | |
| SplitFedalpha_D=0.12026.05 | 6.14 | 84.43 | 82.78 | |
| SplitFedalpha_D=0.32026.05 | 6.26 | 86.75 | 85.92 |