LULC | Closed Forest | Open Forest | Cocoa | Other Vegetation | Settlement/Bare Surface | Total | PA (%) | UA (%) |
Maximum Likelihood Classifier | ||||||||
Closed Forest | 36 | 20 | 6 | 1 | 0 | 63 | 81.82 | 57.14 |
Open Forest | 8 | 30 | 14 | 1 | 0 | 53 | 60 | 56.6 |
Cocoa | 0 | 0 | 184 | 16 | 9 | 209 | 89.32 | 88.04 |
Other Vegetation | 0 | 0 | 2 | 19 | 4 | 25 | 51.35 | 76 |
Settlement/Bare Surface | 0 | 0 | 0 | 0 | 27 | 27 | 67.5 | 100 |
Total | 44 | 50 | 206 | 37 | 40 | 377 | ||
Overall Accuracy | 78.51% | |||||||
Kappa Statistics | 0.6668 | |||||||
Random Forest Classifier | ||||||||
Closed Forest | 34 | 10 | 0 | 1 | 0 | 45 | 77.27 | 75.56 |
Open Forest | 10 | 38 | 0 | 0 | 0 | 48 | 70 | 79.17 |
Cocoa | 0 | 2 | 188 | 9 | 5 | 204 | 91.26 | 92.16 |
Other Vegetation | 0 | 0 | 17 | 27 | 5 | 49 | 72.97 | 55.1 |
Settlement/Bare Surface | 0 | 0 | 1 | 0 | 30 | 31 | 75 | 96.77 |
Total | 44 | 50 | 206 | 37 | 40 | 377 | ||
Overall Accuracy | 84.08% | |||||||
Kappa Statistics | 0.7559 | |||||||
Support Vector Machine Classifier | ||||||||
Closed Forest | 34 | 9 | 0 | 1 | 0 | 44 | 77.27 | 77.27 |
Open Forest | 10 | 39 | 0 | 0 | 0 | 49 | 78 | 79.59 |
Cocoa | 0 | 1 | 195 | 8 | 6 | 210 | 94.66 | 92.86 |
Other Vegetation | 0 | 1 | 11 | 28 | 4 | 44 | 75.68 | 63.64 |
Settlement/Bare Surface | 0 | 0 | 0 | 0 | 30 | 30 | 75 | 100 |
Total | 44 | 50 | 206 | 37 | 40 | 377 | ||
Overall Accuracy | 86.47% | |||||||
Kappa Statistics | 0.7902 | |||||||
Artificial Neural Network | ||||||||
Closed Forest | 38 | 10 | 0 | 0 | 0 | 48 | 86.36 | 79.17 |
Open Forest | 6 | 38 | 3 | 0 | 0 | 47 | 76.00 | 80.85 |
Cocoa | 0 | 2 | 191 | 15 | 1 | 209 | 92.72 | 91.39 |
Other Vegetation | 0 | 0 | 8 | 22 | 7 | 37 | 59.46 | 59.46 |
Settlement/Bare Surface | 0 | 0 | 4 | 0 | 32 | 36 | 80.00 | 88.89 |
Total | 44 | 50 | 206 | 37 | 40 | 377 | ||
Overall Accuracy | 85.15% | |||||||
Kappa Statistics | 0.7700 |