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