Table 10.
VGG13BN on ImageNet100.
Pruning iteration | Params (M) | FLOPS (G) | Pruned ratio (%) | Acc. (%) | |
---|---|---|---|---|---|
Params | FLOPS | ||||
Baseline | 129.39 | 11.34 | — | — | 78.85 |
1 | 49.67 | 5.04 | 61.61 | 55.53 | 79.00 |
2 | 19.71 | 2.33 | 84.76 | 79.47 | 77.85 |
3 | 8.57 | 1.11 | 93.37 | 90.23 | 74.65 |
The bold values mean that the best optimized network is obtained at the 2nd iteration.