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ResNet50 on CIFAR10-2.
| Pruning iteration | Params (M) | FLOPS (M) | Pruned ratio (%) | Val. acc. (%) | |
|---|---|---|---|---|---|
| Params | FLOPS | ||||
| Baseline | 23.52 | 1305.83 | — | — | 93.6% |
| 1 | 9.61 | 486.31 | 59.14 | 62.76 | 94.24% |
| 2 | 5.06 | 245.71 | 78.49 | 81.18 | 93.53% |
| 3 | 3.70 | 178.35 | 84.27 | 86.34 | 92.78% |
| 4 | 3.28 | 155.4 | 86.05 | 88.10 | 92.14% |
The bold values mean that the best optimized network is obtained at the 3rd iteration.
