Table 2.

ResNet101 on CIFAR100-1.

Pruning iteration	Params (M)	FLOPS (M)	Pruned ratio (%)		Val. acc. (%)
			Params	FLOPS
Baseline	42.71	2523.36	—	——	71.94
1	24.47	1457.96	42.69	42.22	72.75
2	14.64	870.15	65.71	65.52	72.45
3	9.69	561.83	77.31	77.73	72.82
4	6.95	386.05	83.72	84.70	72.14
5	5.5	286.38	87.12	88.65	71.65
6	4.48	225.57	89.51	91.06	70.72

The bold values mean that the best optimized network is obtained at the 5th iteration.