Table 3 Precision classification Result.
Classifiers | Categories | Precision | Recall | F1-score | Kappa |
|---|---|---|---|---|---|
Naive-Bayes | Non-built-up area | 0.83 | 0.9 | 0.86 | 0.82 |
Water body | 0.85 | 0.77 | 0.80 | ||
Built-up area | 0.89 | 0.76 | 0.82 | ||
RandomForest | Non-built-up area | 0.82 | 0.87 | 0.84 | 0.77 |
Water body | 0.80 | 0.72 | 0.76 | ||
Built-up area | 0.78 | 0.72 | 0.75 | ||
SVM | Non-built-up area | 0.92 | 0.75 | 0.83 | 0.78 |
Water body | 0.85 | 0.77 | 0.81 | ||
Built-up area | 0.66 | 0.89 | 0.76 | ||
Unet | Non-built-up area | 0.77 | 0.82 | 0.79 | 0.73 |
Water body | 0.96 | 0.97 | 0.96 | ||
Built-up area | 0.78 | 0.74 | 0.76 | ||
YOLOV11 | Non-built-up area | 0.72 | 0.65 | 0.68 | 0.75 |
Water body | 0.74 | 0.74 | 0.74 | ||
Built-up area | 0.69 | 0.71 | 0.70 |
