A Novel Convolutional Neural Network Architecture for SAR Target Recognition

Table 6

The loss and accuracy for umbrella versus other methods.

Method	Loss	Acc(%)
Umbrella	0.027	99.54
Vgg16	0.073	97.23
ResNet50	0.164	95.51
Inception_ResNet	0.047	98.35
Inception_v4	0.109	96.12
Xception^1	0.096	96.90

the network was applied to the MSTAR data set, the number of layers of the network was reduced slightly to fit the image size.