Table 2.
Classification of overall accuracy and Kappa coefficient of the two classification methods.
| Region | Satellite Sensor | RF | GBDT | ||
|---|---|---|---|---|---|
| OA (%) | Kappa | OA (%) | Kappa | ||
| A | GF-2 (1 m) | 88.03 | 0.85 | 88.43 | 0.86 |
| GF-2 (4 m) | 89.50 | 0.87 | 90.29 | 0.88 | |
| SPOT-6 | 91.56 | 0.89 | 92.19 | 0.90 | |
| Sentinel-2A | 89.73 | 0.87 | 91.85 | 0.89 | |
| Landsat-8 | 84.54 | 0.80 | 87.01 | 0.84 | |
| B | GF-2 (1 m) | 86.53 | 0.83 | 88.83 | 0.86 |
| GF-2 (4 m) | 91.01 | 0.89 | 92.81 | 0.91 | |
| SPOT-6 | 90.57 | 0.90 | 92.05 | 0.90 | |
| Sentinel-2A | 91.17 | 0.89 | 90.39 | 0.88 | |
| Landsat-8 | 85.57 | 0.82 | 86.96 | 0.83 | |