Table 4.
ResNet101 on CIFAR100-2.
Pruning iteration | Params (M) | FLOPS (M) | Pruned ratio (%) | Val. acc. (%) | |
---|---|---|---|---|---|
Params | FLOPS | ||||
Baseline | 42.71 | 2523.36 | — | — | 71.94 |
1 | 14.72 | 901.45 | 65.53 | 64.28 | 72.53 |
2 | 7.77 | 464.26 | 81.80 | 81.60 | 72.43 |
3 | 5.36 | 298.31 | 87.45 | 88.19 | 71.21 |
4 | 4.30 | 222.70 | 89.93 | 91.17 | 69.38 |
The bold values mean that the best optimized network is obtained at the 3rd iteration.