Research Article
Tree Species Classification by Employing Multiple Features Acquired from Integrated Sensors
Table 7
Classification results of the dataset for Huanshui Park.
| Classifiers | Items | Sc.1 | Sc.2 | Sc.3 | Sc.4 | Sc.5 | Sc.6 |
| NN () | OA (%) | 47.90 | 48.91 | 51.67 | 46.60 | 63.96 | 64.83 | Kappa | 0.367 | 0.381 | 0.412 | 0.351 | 0.565 | 0.574 | NN () | OA (%) | 48.99 | 49.09 | 51.30 | 45.99 | 59.30 | 60.50 | Kappa | 0.377 | 0.377 | 0.405 | 0.340 | 0.505 | 0.521 | NN () | OA (%) | 48.51 | 49.68 | 49.51 | 44.26 | 55.26 | 55.67 | Kappa | 0.368 | 0.384 | 0.380 | 0.317 | 0.457 | 0.458 | NN () | OA (%) | 46.83 | 48.24 | 50.20 | 43.66 | 52.71 | 52.93 | Kappa | 0.346 | 0.363 | 0.387 | 0.304 | 0.420 | 0.420 | MLC | OA (%) | 46.34 | 46.30 | 48.32 | 43.01 | 52.17 | 56.10 | Kappa | 0.351 | 0.347 | 0.373 | 0.316 | 0.431 | 0.474 | Logistic | OA (%) | 47.31 | 45.43 | 48.35 | 41.22 | 62.70 | 62.10 | Kappa | 0.364 | 0.341 | 0.376 | 0.300 | 0.549 | 0.539 | SVM | OA (%) | 50.49 | 50.26 | 52.46 | 50.01 | 65.09 | 67.38 | Kappa | 0.393 | 0.389 | 0.416 | 0.389 | 0.577 | 0.605 |
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