Research Article
A Research on the Combination Strategies of Multiple Features for Hyperspectral Remote Sensing Image Classification
Table 5
Experimental results of different datasets associated with different scenarios. “Sc.” represents different scenarios in Table
4.
| Method | IP | SL | PU | Sc.1 | Sc.2 | Sc.3 | Sc.4 | Sc.1 | Sc.2 | Sc.3 | Sc.4 | Sc.1 | Sc.2 | Sc.3 | Sc.4 |
| PC | 81.31 | 93.60 | 94.31 | 96.08 | 89.52 | 95.9 | 98.28 | 98.44 | 82.87 | 85.7 | 97.44 | 98.67 | Gabor | 0.784 | 0.927 | 0.935 | 0.955 | 0.833 | 0.954 | 0.981 | 0.983 | 0.765 | 0.807 | 0.966 | 0.983 | | | | | | | | | | | | | | PC | 81.31 | 48.19 | 78.52 | 77.25 | 89.52 | 57.16 | 89.69 | 89.72 | 82.87 | 65.83 | 91.17 | 87.36 | GLCM | 0.784 | 0.365 | 0.752 | 0.737 | 0.833 | 0.508 | 0.885 | 0.885 | 0.765 | 0.503 | 0.882 | 0.83 | | | | | | | | | | | | | | LE | 81.31 | 93.60 | 80.11 | 95.66 | 89.52 | 95.9 | 95.51 | 98.78 | 82.87 | 85.7 | 96.17 | 97.26 | Gabor | 0.784 | 0.927 | 0.772 | 0.95 | 0.833 | 0.954 | 0.95 | 0.986 | 0.765 | 0.807 | 0.949 | 0.964 | | | | | | | | | | | | | | LE | 81.31 | 48.19 | 61.92 | 68.02 | 89.52 | 57.16 | 83.66 | 85.34 | 82.87 | 65.83 | 85.51 | 81.98 | GLCM | 0.784 | 0.561 | 0.561 | 0.628 | 0.833 | 0.508 | 0.817 | 0.837 | 0.765 | 0.503 | 0.805 | 0.754 | | | | | | | | | | | | | |
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