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 |