Image Classification on CINIC-10 N=100 VGG-11 (test)
32.1Max LatencyHARMONY
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HARMONYalpha_D=0.32026.05 | 32.1 | 75.34 | 52.72 | |
| HARMONYalpha_D=0.12026.05 | 32.6 | 81.38 | 47.63 | |
| λ=0.2alpha_D=0.12026.05 | 35.84 | 59.15 | 31.73 | |
| λ=0.9alpha_D=0.12026.05 | 36.67 | 72.22 | 26.8 | |
| Multi-exitalpha_D=0.12026.05 | 36.8 | 47.19 | 29.59 | |
| λ=0.2+FTalpha_D=0.12026.05 | 37.29 | 70.3 | 31.39 | |
| λ=0.2alpha_D=0.32026.05 | 37.73 | 53.03 | 37.97 | |
| Multi-exitalpha_D=0.32026.05 | 37.85 | 46.3 | 35.17 | |
| λ=0.2+FTalpha_D=0.32026.05 | 38.21 | 61.29 | 37.79 | |
| λ=0.9alpha_D=0.32026.05 | 38.42 | 63.43 | 32.04 | |
| SplitFedalpha_D=0.32026.05 | 38.57 | 49.18 | 47.77 | |
| SplitFedalpha_D=0.12026.05 | 38.96 | 40.61 | 39.59 |