Research Article
Improvement of Sentinel-1 Remote Sensing Data Classification by DWT and PCA
Table 8
Confusion matrices: DWT (VH ‘coiflet5’; VV ‘sym2’), PCA and MDist.
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| | Methods | C1 | C2 | C3 | C4 | C5 | C6 | C7 | C8 | C9 | C10 |
| LC1 | PCA | 26.51 | 8.58 | 5.85 | 11.40 | 2.0 | 8.38 | 6.04 | 5.46 | 0 | 25.73 | DWT_VV | 91.90 | 0.30 | 0 | 0 | 3.15 | 0 | 0 | 1.62 | 0 | 3.03 | DWT_VH | 86.55 | 0 | 0 | 0 | 5.48 | 0 | 0 | 2.19 | 0 | 5.78 | MDist | 33.46 | 14.62 | 3.08 | 0 | 10 | 16.15 | 0 | 6.15 | 8.46 | 8.08 |
| LC2 | PCA | 0.00 | 92.73 | 7.27 | 0.00 | 0.00 | 0 | 0 | 0.00 | 0.00 | 0.00 | DWT_VV | 0 | 30 | 28.18 | 0 | 2.73 | 18.18 | 3.64 | 0 | 0 | 17.27 | DWT_VH | 0 | 51.43 | 0 | 0 | 0 | 22.86 | 25.71 | 0 | 0 | 0 | MDist | 0 | 40 | 32.73 | 0 | 0 | 14.55 | 2.73 | 0 | 10 | 0 |
| LC3 | PCA | 0 | 38.24 | 32.84 | 0 | 2.45 | 13.24 | 3.43 | 0 | 0 | 9.80 | DWT_VV | 0 | 3.65 | 54.17 | 0 | 0 | 11.46 | 30.73 | 0 | 0 | 0 | DWT_VH | 5.88 | 4.90 | 43.63 | 0 | 3.43 | 0.98 | 0 | 33.33 | 0 | 7.84 | MDist | 0 | 43.18 | 52.27 | 0 | 0 | 1.14 | 0 | 0 | 3.41 | 0 |
| LC4 | PCA | 29.55 | 1.41 | 0.63 | 31.97 | 0.17 | 0.72 | 3.05 | 0.29 | 12.67 | 19.53 | DWT_VV | 0 | 0.60 | 0 | 72.81 | 0 | 0.17 | 9.68 | 0 | 16.73 | 0 | DWT_VH | 0 | 0 | 0 | 86.90 | 0 | 0 | 8.04 | 0 | 5.07 | 0 | MDist | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 |
| LC5 | PCA | 26.42 | 0 | .0 | 4.69 | 0 | 0 | 0 | 38.52 | 29.63 | 0.74 | DWT_VV | 0 | 7.79 | 8.44 | 0 | 37.01 | 10.39 | 3.90 | 22.73 | 0 | 9.74 | DWT_VH | 0 | 0 | 0 | 0 | 73.44 | 0 | 0 | 26.56 | 0 | 0 | MDist | 32.25 | 28.13 | 9.38 | 0 | 4.69 | 4.69 | 0 | 0 | 21.88 | 0 |
| LC6 | PCA | 3.23 | 46.33 | 12.46 | 0.15 | 2.35 | 23.61 | 4.84 | 0.88 | 0.73 | 5.43 | DWT_VV | 0 | 9.09 | 28.03 | 0 | 1.52 | 19.70 | 37.88 | 0 | 0 | 3.79 | DWT_VH | 0 | 46.75 | 5.20 | 0 | 0 | 38.31 | 5.84 | 1.30 | 0 | 2.60 | MDist | 0 | 52.5 | 17.5 | 0 | 0 | 30 | 0 | 0 | 0 | 0 |
| LC7 | PCA | 1.09 | 15.49 | 10.87 | 0 | 0.82 | 15.22 | 38.59 | 0 | 0 | 17.93 | DWT_VV | 0 | 0 | 0 | 35.71 | 0 | 0 | 64.29 | 0 | 0 | 0 | DWT_VH | 0 | 6.52 | 2.72 | 15.76 | 0 | 9.24 | 65.76 | 0 | 0 | 0 | MDist | 0 | 8.6 | 6.72 | 5.38 | 0 | 1.08 | 76.34 | 0 | 1.88 | 0 |
| LC8 | PCA | 17.28 | 1.23 | 0 | 2.47 | 2.47 | 3.70 | 1.23 | 12.35 | 54.32 | 4.94 | DWT_VV | 28.57 | 0 | 0 | 0 | 0 | 0 | 0 | 71.43 | 0 | 0 | DWT_VH | 32.14 | 0 | 0 | 0 | 0 | 0 | 0 | 64.29 | 0 | 3.57 | MDist | 3.7 | 0 | 0 | 0 | 7.93 | 0 | 0 | 91.36 | 0 | 0 |
| LC9 | PCA | 6.41 | 0.03 | 0.16 | 7.50 | 0.13 | 0.26 | 0.38 | 1.28 | 80.93 | 2.92 | DWT_VV | 0.07 | 0.90 | 0 | 5.1 | 0.10 | 0 | 0.53 | 0 | 93.08 | 0.17 | DWT_VH | 0 | 0 | 0 | 1.30 | 0 | 0 | 4.65 | 0.43 | 93.62 | 0 | MDist | 3.21 | 4.04 | 2.21 | 3.61 | 5.51 | 4.14 | 8.22 | 61.12 | 4.34 | 3.58 |
| LC10 | PCA | 40.58 | 0.54 | 0.36 | 1.27 | 3.80 | 2.36 | 6.70 | 11.78 | 0.54 | 32.07 | DWT_VV | 38.67 | 16 | 0.67 | 0 | 13.33 | 4.67 | 2 | 10.67 | 0 | 14 | DWT_VH | 17.33 | 0 | 0 | 0 | 12.67 | 0 | 0 | 2.67 | 0 | 67.33 | MDist | 5.33 | 0 | 0 | 0 | 32 | 2 | 0 | 42 | 0 | 18.67 |
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