Table 11.
2D-CNN | M3D-DCNN | HybridSN | Model A | Model B | R-HybridSN | |
---|---|---|---|---|---|---|
1 | 99.97 | 94.88 | 99.99 | 100 | 99.94 | 100.00 |
2 | 99.86 | 99.61 | 100 | 99.82 | 99.85 | 99.97 |
3 | 99.43 | 91.89 | 99.82 | 99.32 | 98.32 | 99.49 |
4 | 98.83 | 98.33 | 98.38 | 99.26 | 98.09 | 98.72 |
5 | 96.77 | 98.83 | 99.26 | 98.17 | 98.31 | 98.43 |
6 | 99.79 | 98.09 | 99.93 | 99.80 | 99.88 | 99.90 |
7 | 99.33 | 97.67 | 99.95 | 99.94 | 98.88 | 99.96 |
8 | 87.39 | 82.40 | 97.77 | 97.84 | 92.43 | 98.23 |
9 | 99.97 | 98.14 | 99.99 | 99.51 | 99.79 | 99.99 |
10 | 93.98 | 87.60 | 98.36 | 98.04 | 95.45 | 97.90 |
11 | 89.62 | 86.72 | 96.06 | 95.87 | 90.40 | 96.46 |
12 | 99.99 | 96.99 | 97.44 | 98.12 | 95.67 | 99.09 |
13 | 98.52 | 97.14 | 97.42 | 77.46 | 74.10 | 82.82 |
14 | 97.64 | 91.78 | 99.52 | 93.39 | 92.72 | 97.25 |
15 | 79.46 | 64.42 | 97.06 | 89.79 | 86.69 | 95.12 |
16 | 95.71 | 78.14 | 100 | 99.16 | 98.56 | 99.71 |
Kappa | 0.928 ± 0.003 | 0.867 ± 0.002 | 0.985 ± 0.007 | 0.968 ± 0.010 | 0.945 ± 0.012 | 0.980 ± 0.004 |
OA(%) | 93.55 ± 0.26 | 88.02 ± 1.35 | 98.72 ± 0.59 | 97.15 ± 0.90 | 95.07 ± 1.08 | 98.25 ± 0.40 |
AA(%) | 96.02 ± 0.42 | 91.41 ± 0.81 | 98.81 ± 0.5 | 96.59 ± 2.42 | 94.94 ± 2.12 | 97.69 ± 0.69 |