High-Resolution Radar Target Recognition via Inception-Based VGG (IVGG) Networks

Table 6

Accuracy rates (%) on the MSTAR SAR dataset.

Method	SAR-SOC		SAR-EOC-1
	Tanh	ReLU	Tanh	ReLU
GoogLeNet	98.87	98.65	90.62	90.19
ResNet18	97.20	97.90	78.45	82.25
DenseNet121 (k = 32)	98.66	98.93	96.41	98.66
VGG11	99.31	99.32	98.61	97.60
VGG13	99.22	99.48	98.22	97.54
VGG16	99.14	99.50	99.10	96.75
VGG19	99.26	99.21	99.10	97.91
IVGG11-3FC	99.21	98.98	97.97	98.05
IVGG11-1FC	99.23	99.13	97.02	97.73
IVGG13-3FC	99.04	99.31	99.22	98.04
IVGG13-1FC	99.34	99.14	99.22	98.24
IVGG16-3FC	99.51	99.34	98.84	98.70
IVGG16-1FC	99.42	99.19	97.62	97.68
IVGG19-3FC	99.42	99.23	99.27	97.71
IVGG19-1FC	99.23	99.37	97.15	98.47