Image Classification on ImageNet (val) (T1, B1, F, S)
78.33T1Group Fisher Pruning
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Group Fisher PruningBackbone=Res101, FLOPs (G)=3.92021.08 | 78.33 | 78.29 | 3.9 | 1.5 | |
| Group Fisher PruningBackbone=NeXt50, FLOPs (G)=2.112021.08 | 77.53 | 77.97 | 2.11 | 1.57 | |
| SFPBackbone=Res101, FLOPs (G)=4.512021.08 | 77.51 | 77.37 | 4.51 | — | |
| IEBackbone=Res101, FLOPs (G)=4.72021.08 | 77.35 | 77.37 | 4.7 | — | |
| FPGMBackbone=Res101, FLOPs (G)=4.512021.08 | 77.32 | 77.37 | 4.51 | — | |
| Group Fisher PruningBackbone=ResNet-50, FLOPs (G)=3.062021.08 | 76.95 | 76.79 | 3.06 | 1.3 | |
| IEBackbone=ResNet-50, FLOPs (G)=3.272021.08 | 76.43 | 76.18 | 3.27 | — | |
| Group Fisher PruningBackbone=ResNet-50, FLOPs (G)=2.042021.08 | 76.42 | 76.79 | 2.04 | 1.79 | |
| AOFPBackbone=Res101, FLOPs (G)=3.892021.08 | 76.4 | 76.63 | 3.89 | — | |
| MetaBackbone=ResNet-50, FLOPs (G)=32021.08 | 76.2 | 76.6 | 3 | — | |
| GBNBackbone=ResNet-50, FLOPs (G)=2.432021.08 | 76.19 | 75.85 | 2.43 | — | |
| HetConvBackbone=ResNet-50, FLOPs (G)=2.852021.08 | 76.16 | — | 2.85 | — | |
| SSSBackbone=ResNet-50, FLOPs (G)=3.472021.08 | 75.44 | 76.12 | 3.47 | — | |
| SSSBackbone=Res101, FLOPs (G)=3.472021.08 | 75.44 | 76.4 | 3.47 | — | |
| MetaBackbone=ResNet-50, FLOPs (G)=22021.08 | 75.4 | 76.6 | 2 | — | |
| ISTABackbone=Res101, FLOPs (G)=4.472021.08 | 75.27 | 76.4 | 4.47 | — | |
| GBNBackbone=ResNet-50, FLOPs (G)=1.842021.08 | 75.18 | 75.85 | 1.84 | — | |
| AOFPBackbone=ResNet-50, FLOPs (G)=1.772021.08 | 75.11 | 75.34 | 1.77 | — | |
| CPBackbone=ResNet-50, FLOPs (G)=2.042021.08 | 75.06 | 76.13 | 2.04 | — | |
| HRankBackbone=ResNet-50, FLOPs (G)=2.32021.08 | 74.98 | 76.15 | 2.3 | — | |
| SSSBackbone=NeXt50, FLOPs (G)=2.432021.08 | 74.98 | 77.57 | 2.43 | — | |
| DCPBackbone=ResNet-50, FLOPs (G)=1.812021.08 | 74.95 | 76.01 | 1.81 | — | |
| FPGMBackbone=ResNet-50, FLOPs (G)=1.92021.08 | 74.83 | 76.15 | 1.9 | 1.62 | |
| SFPBackbone=ResNet-50, FLOPs (G)=2.382021.08 | 74.61 | 76.15 | 2.38 | 1.43 | |
| C-SGDBackbone=ResNet-50, FLOPs (G)=2.22021.08 | 74.54 | 75.33 | 2.2 | — | |
| IEBackbone=ResNet-50, FLOPs (G)=2.252021.08 | 74.5 | 76.18 | 2.25 | — | |
| LFPCBackbone=ResNet-50, FLOPs (G)=1.62021.08 | 74.46 | 76.15 | 1.6 | — | |
| ThiNetBackbone=ResNet-50, FLOPs (G)=2.582021.08 | 74.03 | 75.3 | 2.58 | 1.13 | |
| Group Fisher PruningBackbone=ResNet-50, FLOPs (G)=1.022021.08 | 73.94 | 76.79 | 1.02 | 2.94 | |
| Group Fisher PruningBackbone=MBv2, FLOPs (G)=0.292021.08 | 73.42 | 75.74 | 0.29 | 1.84 | |
| MetaBackbone=ResNet-50, FLOPs (G)=12021.08 | 73.4 | 76.6 | 1 | — | |
| CURLBackbone=ResNet-50, FLOPs (G)=1.112021.08 | 73.39 | 76.15 | 1.11 | — | |
| MetaBackbone=MBv2, FLOPs (G)=0.292021.08 | 72.7 | 74.7 | 0.29 | — | |
| GDPBackbone=ResNet-50, FLOPs (G)=2.242021.08 | 72.61 | 75.13 | 2.24 | 1.24 | |
| ThiNetBackbone=ResNet-50, FLOPs (G)=1.812021.08 | 72.03 | 75.3 | 1.81 | 1.27 | |
| SSSBackbone=ResNet-50, FLOPs (G)=2.332021.08 | 71.82 | 76.12 | 2.33 | — | |
| IEBackbone=ResNet-50, FLOPs (G)=1.342021.08 | 71.69 | 76.18 | 1.34 | — | |
| GDPBackbone=ResNet-50, FLOPs (G)=1.572021.08 | 70.93 | 75.13 | 1.57 | — | |
| AMCBackbone=MBv2, FLOPs (G)=0.222021.08 | 70.8 | 71.8 | 0.22 | — | |
| Group Fisher PruningBackbone=MBv2, FLOPs (G)=0.152021.08 | 69.16 | 75.74 | 0.15 | 1.79 | |
| MetaBackbone=MBv2, FLOPs (G)=0.142021.08 | 68.2 | 74.7 | 0.14 | — | |
| ThiNetBackbone=ResNet-50, FLOPs (G)=1.172021.08 | 68.17 | 75.3 | 1.17 | 1.35 | |
| Group Fisher PruningBackbone=MBv2, FLOPs (G)=0.12021.08 | 65.94 | 75.74 | 0.1 | 1.82 | |
| MetaBackbone=MBv2, FLOPs (G)=0.112021.08 | 65 | 74.7 | 0.11 | — | |
| NISPBackbone=ResNet-50, FLOPs (G)=2.292021.08 | 0.89 | — | 2.29 | — |