Image Classification on CIFAR-10 (Pruning Evaluation)
94.33Accuracy (Pruned)TAS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TASBackbone=ResNet-1102019.05 | 94.33 | 0.64 | 119,000,000 | 53 | |
| LCCLBackbone=ResNet-1642019.05 | 94.09 | 0.45 | 179,000,000 | 27.4 | |
| TASBackbone=ResNet-1642019.05 | 94 | 1.47 | 178,000,000 | 28.1 | |
| FPGMBackbone=ResNet-1102019.05 | 93.85 | -0.17 | 121,000,000 | 52.3 | |
| Knapsack PruningBackbone=ResNet-562020.02 | 93.83 | 0.69 | — | — | |
| TASBackbone=ResNet-562019.05 | 93.69 | 0.77 | 59,500,000 | 52.7 | |
| CCPBackbone=ResNet-562020.02 | 93.69 | -0.19 | — | — | |
| TASBackbone=ResNet-562020.02 | 93.69 | 0.77 | — | — | |
| FPGMBackbone=ResNet-562019.05 | 93.49 | 0.42 | 59,400,000 | 52.6 | |
| FPGMBackbone=ResNet-562020.02 | 93.49 | 0.42 | — | — | |
| LCCLBackbone=ResNet-1102019.05 | 93.44 | 0.19 | 166,000,000 | 34.2 | |
| SFPBackbone=ResNet-562019.05 | 93.35 | 0.56 | 59,400,000 | 52.6 | |
| SFPBackbone=ResNet-562020.02 | 93.35 | 0.56 | — | — | |
| PFECBackbone=ResNet-1102019.05 | 93.3 | 0.2 | 155,000,000 | 38.6 | |
| TASBackbone=ResNet-32, Searching Mode=Searching for both depth and width2019.05 | 93.16 | 0.73 | 35,000,000 | 49.4 | |
| PFECBackbone=ResNet-562019.05 | 93.06 | -0.02 | 90,900,000 | 27.6 | |
| PFECBackbone=ResNet-562020.02 | 93.06 | -0.02 | — | — | |
| SFPBackbone=ResNet-1102019.05 | 92.97 | 0.7 | 121,000,000 | 52.3 | |
| TAS (W)Backbone=ResNet-32, Searching Mode=Searching for width2019.05 | 92.92 | 0.96 | 37,800,000 | 45.4 | |
| TASBackbone=ResNet-20, Searching Mode=Searching for both depth and width2019.05 | 92.88 | 0 | 22,400,000 | 45 | |
| LCCLBackbone=ResNet-562019.05 | 92.81 | 1.54 | 78,100,000 | 37.9 | |
| LCCLBackbone=ResNet-562020.02 | 92.81 | 1.54 | — | — | |
| TAS (W)Backbone=ResNet-20, Searching Mode=Searching for width2019.05 | 92.31 | 0.57 | 19,900,000 | 51.3 | |
| FPGMBackbone=ResNet-322019.05 | 92.31 | 0.32 | 40,300,000 | 41.5 | |
| SFPBackbone=ResNet-322019.05 | 92.08 | 0.55 | 40,300,000 | 41.5 | |
| AMCBackbone=ResNet-562019.05 | 91.9 | 0.9 | 62,900,000 | 50 | |
| AMCBackbone=ResNet-562020.02 | 91.9 | 0.9 | — | — | |
| LCCLBackbone=ResNet-202019.05 | 91.68 | 1.06 | 26,100,000 | 36 | |
| TAS (D)Backbone=ResNet-32, Searching Mode=Searching for depth2019.05 | 91.48 | 2.41 | 40,800,000 | 41 | |
| FPGMBackbone=ResNet-202019.05 | 91.09 | 1.11 | 24,300,000 | 42.2 | |
| TAS (D)Backbone=ResNet-20, Searching Mode=Searching for depth2019.05 | 90.97 | 1.91 | 21,900,000 | 46.2 | |
| SFPBackbone=ResNet-202019.05 | 90.83 | 1.37 | 24,300,000 | 42.2 | |
| LCCLBackbone=ResNet-322019.05 | 90.74 | 1.59 | 47,600,000 | 31.2 |