方法 | 指标 | 训练样本数 | ||||
---|---|---|---|---|---|---|
10 | 20 | 30 | 40 | 50 | ||
SVM | OA/% | 82.71 | 84.51 | 85.52 | 87.24 | 87.36 |
AA/% | 89.21 | 90.46 | 91.77 | 92.72 | 92.94 | |
Kappa/% | 80.85 | 82.81 | 83.93 | 85.81 | 85.94 | |
PCA | OA/% | 82.16 | 84.98 | 85.71 | 86.31 | 87.05 |
AA/% | 89.19 | 90.99 | 91.98 | 92.41 | 92.94 | |
Kappa/% | 80.20 | 83.32 | 84.13 | 84.79 | 85.60 | |
IFRF | OA/% | 95.07 | 97.98 | 98.30 | 98.64 | 99.05 |
AA/% | 96.48 | 98.46 | 98.86 | 99.01 | 99.20 | |
Kappa/% | 94.52 | 97.76 | 98.11 | 98.49 | 98.95 | |
HiFi | OA/% | 87.90 | 91.33 | 91.79 | 92.71 | 93.09 |
AA/% | 93.68 | 95.64 | 96.07 | 96.59 | 96.86 | |
Kappa/% | 86.61 | 90.37 | 90.88 | 91.88 | 92.31 | |
CCJSR | OA/% | 84.94 | 86.34 | 89.35 | 89.92 | 90.20 |
AA/% | 91.22 | 91.97 | 94.09 | 94.36 | 94.44 | |
Kappa/% | 83.29 | 84.85 | 88.17 | 88.76 | 89.11 | |
R-VCANet | OA/% | 89.23 | 90.39 | 91.83 | 93.27 | 94.25 |
AA/% | 94.34 | 95.63 | 96.31 | 97.06 | 97.86 | |
Kappa/% | 88.04 | 89.32 | 90.92 | 92.52 | 93.69 | |
SSRN | OA/% | 90.57 | 89.83 | 92.49 | 95.89 | 96.94 |
AA/% | 94.96 | 96.11 | 97.34 | 97.72 | 98.50 | |
Kappa/% | 89.50 | 88.75 | 91.68 | 95.42 | 96.58 | |
MSLRR | OA/% | 88.94 | 90.73 | 90.92 | 91.74 | 92.00 |
AA/% | 93.55 | 95.03 | 95.35 | 95.91 | 96.10 | |
Kappa/% | 87.68 | 89.65 | 89.88 | 90.79 | 91.08 | |
MSLRR_TWRF | OA/% | 99.23 | 99.42 | 99.68 | 99.74 | 99.77 |
AA/% | 99.23 | 99.44 | 99.58 | 99.67 | 99.70 | |
Kappa/% | 99.15 | 99.35 | 99.64 | 99.71 | 99.74 |