Methods | Epoch | TP(%) | |||||
---|---|---|---|---|---|---|---|
20 | 50 | 80 | |||||
OA | Kappa | OA | Kappa | OA | Kappa | ||
AlexNet | 120 | 70.00 | 69.22 | 78.37 | 77.85 | 82.67 | 82.27 |
Siamese AlexNet | 120 | 71.31 | 70.66 | 78.65 | 78.14 | 83.81 | 83.44 |
Siamese AlexNet+R.D | 120 | 72.79 | 71.11 | 80.45 | 80.01 | 84.35 | 83.99 |
VGG16 | 120 | 89.75 | 89.51 | 92.91 | 92.74 | 94.59 | 94.46 |
Siamese VGG16 | 120 | 90.06 | 89.83 | 93.45 | 93.30 | 94.70 | 94.58 |
Siamese VGG16+R.D | 120 | 91.03 | 90.82 | 94.03 | 93.89 | 95.24 | 95.13 |
ResNet50 | 120 | 90.90 | 90.69 | 94.87 | 93.69 | 95.71 | 95.62 |
Siamese ResNet50 | 120 | 92.28 | 92.11 | 94.94 | 94.82 | 95.95 | 95.68 |
Siamese ResNet50+R.D | 120 | 92.67 | 92.50 | 95.00 | 94.88 | 96.11 | 96.02 |