Image Classification on CIFAR-10 (test) (Pruning Evaluation)
95.02Baseline AccuracyMDP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MDPModel=MobileNet-V22024.03 | 95.02 | 95.14 | 0.12 | 28.7 | |
| DDNPModel=MobileNet-V22024.03 | 94.58 | 94.81 | 0.23 | 43 | |
| SCOPModel=MobileNet-V22024.03 | 94.48 | 94.24 | -0.24 | 26 | |
| RLALModel=MobileNet-V22024.03 | 94.48 | 94.85 | 0.37 | 49.4 | |
| UniformModel=MobileNet-V22024.03 | 94.47 | 94.17 | -0.3 | 26 | |
| DCPModel=MobileNet-V22024.03 | 94.47 | 94.69 | 0.22 | 40.3 | |
| DCP-AdaptModel=ResNet-562024.03 | 93.8 | 93.81 | 0.01 | 47 | |
| SCPModel=ResNet-562024.03 | 93.69 | 93.23 | -0.46 | 51.5 | |
| FPGMModel=ResNet-562024.03 | 93.59 | 92.93 | -0.66 | 52.6 | |
| SFPModel=ResNet-562024.03 | 93.59 | 92.26 | -1.33 | 52.6 | |
| FPCModel=ResNet-562024.03 | 93.59 | 93.24 | -0.25 | 52.9 | |
| RLALModel=ResNet-562024.03 | 93.41 | 93.86 | 0.45 | 50 | |
| DTPModel=ResNet-562024.03 | 93.36 | 93.46 | 0.1 | 50 | |
| HRankModel=ResNet-562024.03 | 93.26 | 92.17 | -1.09 | 50 | |
| AMCModel=ResNet-562024.03 | 92.8 | 91.9 | -0.9 | 50 |