Table 1.

ResNet50 on CIFAR10-1.

Pruning iteration	Params (M)	FLOPS (M)	Pruned ratio (%)		Val. acc. (%)
			Params	FLOPS
Baseline	23.52	1305.83	—	—	93.6
1	15.16	825.06	35.54	36.82	94.37
2	9.97	528.43	57.61	59.53	94.56
3	6.88	361.83	70.75	72.29	94.45
4	5.20	264.20	77.89	79.77	94.53
5	4.31	211.08	81.68	83.84	94.46
6	3.77	178.84	83.97	86.30	93.98
7	3.44	158.99	85.37	87.82	93.27
8	3.25	148.32	86.18	88.64	92.37
9	3.11	142.16	86.78	89.11	92.09

The bold values mean that the best optimized network is obtained at the 8th iteration.