Table 3.
Classification accuracy of the second scheme (spectral and textural features).
| Classifier | Water | Built-up Area | Green Space | Vegetation | Barren Soil | OA | Kappa |
|---|---|---|---|---|---|---|---|
| MMDC | 88.08% | 56.28% | 93.61% | 97.16% | 96.76% | 85.92% | 0.82 |
| MLC | 95.59% | 83.14% | 97.11% | 91.23% | 98.34% | 92.78% | 0.91 |
| SVM | 90.56% | 98.62% | 97.39% | 84.33% | 94.51% | 93.41% | 0.92 |
| MLPNN | 97.60 % | 86.76% | 95.12% | 88.87% | 98.84% | 93.49% | 0.92 |
| RBFNN | 94.93% | 88.66% | 93.34% | 89.35% | 97.80% | 92.83% | 0.91 |
| J48 DTC | 92.82% | 93.23% | 95.69% | 86.45% | 96.51% | 92.42% | 0.90 |
| SFH-ARTMAP | 93.34% | 87.29% | 97.56% | 90.87% | 98.84% | 93.15% | 0.91 |