Image Classification on ImageNet (val) (Top-1 and Unpruned Top-1)
76.15Unpruned Top-1 AccPFEC + CLR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PFEC + CLRModel=ResNet-50, Param↓%=33.72021.05 | 76.15 | 76.03 | |
| PFEC + CLRModel=ResNet-50, Param↓%=51.52021.05 | 76.15 | 75.16 | |
| PFEC + CLRModel=ResNet-50, Param↓%=66.12021.05 | 76.15 | 72.92 | |
| DCPModel=ResNet-50, Param↓%=33.3, FLOPs↓%=35.72021.05 | 76.01 | 76.4 | |
| DCPModel=ResNet-50, Param↓%=51.4, FLOPs↓%=55.52021.05 | 76.01 | 74.95 | |
| DCPModel=ResNet-50, Param↓%=65.9, FLOPs↓%=71.12021.05 | 76.01 | 72.75 | |
| PFEC + CLRModel=ResNet-18, Param↓%=31.92021.05 | 69.76 | — | |
| PFEC + CLRModel=ResNet-18, Param↓%=50.62021.05 | 69.76 | 67.38 | |
| PFEC + CLRModel=ResNet-18, Param↓%=66.12021.05 | 69.76 | 64.08 | |
| DCPModel=ResNet-18, Param↓%=28.1, FLOPs↓%=27.12021.05 | 69.64 | 69.21 | |
| DCPModel=ResNet-18, Param↓%=47.1, FLOPs↓%=46.12021.05 | 69.64 | 67.35 | |
| DCPModel=ResNet-18, Param↓%=65.7, FLOPs↓%=64.12021.05 | 69.64 | 64.12 |