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Table 10 Classification confusion matrix of random forest (RF) classifier using vegetation indices, red edge parameters, moisture indices, and combined all variables based on UAV hyperspectral data

From: Early detection of pine wilt disease in Pinus tabuliformis in North China using a field portable spectrometer and UAV-based hyperspectral imagery

Stage

Vegetation Indices

Red Edge Parameters

H

E

M

S

Total

UA (%)

H

E

M

S

Total

UA (%)

H

25

9

1

0

35

71.43

28

8

1

0

37

75.68

E

10

16

2

0

28

57.14

9

15

3

0

27

55.56

M

3

1

22

4

30

73.33

1

2

22

3

28

78.57

S

1

1

4

22

28

78.57

1

2

3

23

29

79.31

Total

39

27

29

26

121

 

39

27

29

26

121

 

PA (%)

64.10

59.26

75.86

84.62

OA (%)

70.25

71.79

55.56

75.86

88.46

OA (%)

72.73

     

Kappa

0.60

    

Kappa

0.63

Stage

Moisture Indices

Combined

H

E

M

S

Total

UA (%)

H

E

M

S

Total

UA (%)

H

24

9

2

1

36

66.67

28

8

0

0

36

77.78

E

10

14

3

2

29

48.28

9

15

2

0

26

57.69

M

3

2

20

4

29

68.97

1

2

24

3

30

80.00

S

2

2

4

19

27

70.37

1

2

3

23

29

79.31

Total

39

27

29

26

121

 

39

27

29

26

121

 

PA (%)

61.54

51.85

68.97

73.08

OA (%)

63.64

71.79

55.56

82.76

88.46

OA (%)

74.38

     

kappa

0.51

    

Kappa

0.66