Methods | Epoch | TP(%) | |||||
---|---|---|---|---|---|---|---|
20 | 50 | 80 | |||||
OA | Kappa | OA | Kappa | OA | Kappa | ||
AlexNet | 120 | 46.72 | 41.88 | 82.50 | 80.91 | 88.33 | 87.27 |
Siamese AlexNet | 120 | 54.38 | 50.23 | 83.25 | 81.73 | 88.96 | 87.95 |
Siamese AlexNet+R.D | 120 | 58.28 | 54.49 | 86.71 | 85.20 | 89.12 | 88.18 |
VGG16 | 120 | 83.65 | 82.16 | 94.42 | 93.91 | 96.25 | 95.90 |
Siamese VGG16 | 120 | 84.43 | 83.01 | 94.50 | 94.00 | 97.30 | 97.05 |
Siamese VGG16+R.D | 120 | 86.98 | 85.80 | 95.25 | 94.82 | 98.46 | 97.14 |
ResNet50 | 120 | 58.13 | 54.32 | 94.67 | 94.18 | 95.63 | 95.23 |
Siamese ResNet50 | 120 | 63.02 | 59.60 | 95.75 | 95.36 | 97.50 | 97.27 |
Siamese ResNet50+R.D | 120 | 82.67 | 81.08 | 96.88 | 96.01 | 98.85 | 98.23 |