Methods | Epoch | TP(%) | |||||
---|---|---|---|---|---|---|---|
20 | 50 | 80 | |||||
OA | Kappa | OA | Kappa | OA | Kappa | ||
AlexNet | 120 | 36.01 | 32.82 | 55.05 | 52.80 | 67.70 | 66.00 |
Siamese AlexNet | 120 | 37.56 | 34.44 | 56.76 | 54.60 | 69.52 | 68.00 |
Siamese AlexNet+R.D | 120 | 38.89 | 35.44 | 58.29 | 56.20 | 71.62 | 69.00 |
VGG16 | 120 | 76.53 | 75.56 | 85.05 | 84.30 | 90.24 | 89.75 |
Siamese VGG16 | 120 | 76.90 | 75.75 | 85.14 | 84.50 | 92.38 | 92.00 |
Siamese VGG16+R.D | 120 | 78.13 | 76.94 | 88.10 | 87.50 | 93.33 | 93.00 |
ResNet50 | 120 | 74.11 | 72.81 | 89.43 | 89.00 | 91.90 | 91.50 |
Siamese ResNet50 | 120 | 76.52 | 75.06 | 90.95 | 90.50 | 94.29 | 94.00 |
Siamese ResNet50+R.D | 120 | 78.87 | 77.81 | 91.71 | 91.20 | 94.76 | 94.50 |