Image Classification on CIFAR-100 (test) (Error Rate and Communication Overhead)
16.74Test Error RateDPPF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DPPFBackbone=PyramidNet, τ (Communication Interval)=4, Optimizer=SGD2025.07 | 16.74 | 25 | |
| DPPFBackbone=PyramidNet, τ (Communication Interval)=8, Optimizer=SGD2025.07 | 17.09 | 12.5 | |
| DPPFBackbone=PyramidNet, τ (Communication Interval)=16, Optimizer=SGD2025.07 | 17.28 | 6.3 | |
| LocalSGD + QSRBackbone=PyramidNet, τbase=2, Optimizer=SGD2025.07 | 17.77 | 42.8 | |
| LocalSGD + QSRBackbone=PyramidNet, τbase=4, Optimizer=SGD2025.07 | 18.06 | 16.1 | |
| LocalSGD + QSRBackbone=PyramidNet, τbase=8, Optimizer=SGD2025.07 | 18.27 | 9.8 | |
| LocalSGDBackbone=PyramidNet, τ (Communication Interval)=8, Optimizer=SGD2025.07 | 18.82 | 12.5 | |
| LocalSGDBackbone=PyramidNet, τ (Communication Interval)=4, Optimizer=SGD2025.07 | 19.03 | 25 | |
| DDP SGDBackbone=PyramidNet, Optimizer=SGD2025.07 | 19.1 | 100 | |
| LocalSGDBackbone=PyramidNet, τ (Communication Interval)=16, Optimizer=SGD2025.07 | 19.11 | 6.3 |