Image Classification on CIFAR-100 (Pruning Efficiency)
77.76Accuracy (Pruned)TAS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TASBackbone=ResNet-1642019.05 | 77.76 | 0.53 | 171,000,000 | 30.9 | |
| LCCLBackbone=ResNet-1642019.05 | 75.26 | 0.41 | 195,000,000 | 21.3 | |
| TASBackbone=ResNet-1102019.05 | 73.16 | 1.9 | 120,000,000 | 52.6 | |
| Knapsack PruningBackbone=ResNet-562020.02 | 72.62 | 0.93 | — | — | |
| FPGMBackbone=ResNet-1102019.05 | 72.55 | 1.59 | 121,000,000 | 52.3 | |
| TASBackbone=ResNet-32, Searching Mode=Searching for both depth and width2019.05 | 72.41 | -1.8 | 42,500,000 | 38.5 | |
| TASBackbone=ResNet-562019.05 | 72.25 | 0.93 | 61,200,000 | 51.3 | |
| TASBackbone=ResNet-562020.02 | 72.25 | 0.93 | — | — | |
| TAS (W)Backbone=ResNet-32, Searching Mode=Searching for width2019.05 | 71.74 | -1.12 | 38,000,000 | 45 | |
| SFPBackbone=ResNet-1102019.05 | 71.28 | 2.86 | 121,000,000 | 52.3 | |
| LCCLBackbone=ResNet-1102019.05 | 70.78 | 2.01 | 173,000,000 | 31.3 | |
| FPGMBackbone=ResNet-562019.05 | 69.66 | 1.75 | 59,400,000 | 52.6 | |
| FPGMBackbone=ResNet-562020.02 | 69.66 | 1.75 | — | — | |
| TASBackbone=ResNet-20, Searching Mode=Searching for both depth and width2019.05 | 68.9 | -0.21 | 22,400,000 | 45 | |
| SFPBackbone=ResNet-562019.05 | 68.79 | 2.61 | 59,400,000 | 52.6 | |
| SFPBackbone=ResNet-562020.02 | 68.79 | 2.61 | — | — | |
| FPGMBackbone=ResNet-322019.05 | 68.52 | 1.25 | 40,300,000 | 41.5 | |
| SFPBackbone=ResNet-322019.05 | 68.37 | 1.4 | 40,300,000 | 41.5 | |
| LCCLBackbone=ResNet-562019.05 | 68.37 | 2.96 | 76,300,000 | 39.3 | |
| LCCLBackbone=ResNet-562020.02 | 68.37 | 2.96 | — | — | |
| TAS (W)Backbone=ResNet-20, Searching Mode=Searching for width2019.05 | 68.08 | 0.61 | 19,200,000 | 52.9 | |
| LCCLBackbone=ResNet-322019.05 | 67.39 | 2.69 | 43,200,000 | 37.5 | |
| TAS (D)Backbone=ResNet-32, Searching Mode=Searching for depth2019.05 | 66.94 | 3.66 | 40,800,000 | 41 | |
| FPGMBackbone=ResNet-202019.05 | 66.86 | 0.76 | 24,300,000 | 42.2 | |
| TAS (D)Backbone=ResNet-20, Searching Mode=Searching for depth2019.05 | 64.81 | 3.88 | 21,900,000 | 46.2 | |
| LCCLBackbone=ResNet-202019.05 | 64.66 | 2.87 | 27,300,000 | 33.1 | |
| SFPBackbone=ResNet-202019.05 | 64.37 | 3.25 | 24,300,000 | 42.2 |