Deep Residual Network in Network

Table 7

CIFAR-10 test error.

Ref	Method	Error (%)
Without data augmentation
[30]	Stochastic pooling	15.13
[39]	Maxout network (k = 2)	11.68
[2]	NIN	10.41
[1]	DNIN	9.37
Our	DrNIN (l = 5)	9,03
[40]	MIM (k = 2)	8.52 ± 0.20
With data augmentation
[39]	Maxout network (k = 2)	9.38
[2]	NIN	8.81
[1]	DNIN	7.46
Our	DrNIN (l = 5)	7.21
[14]	ResNet	6.43
[23]	Wide ResNet (28, 10)	3.89
[48]	ResNeXt	3.58