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Table 7 Classification accuracies for the MHD classifications

From: Classification of hyperspectral imagery with neural networks: comparison to conventional tools

 

194-band

30-band

13-band

 

User

Producer

User

Producer

User

Producer

Class

Accuracy

Accuracy

Accuracy

A

  

93.31

90.00

97.75

98.06

B

  

75.00

60.00

100.00

18.50

C

  

58.49

46.50

68.36

87.50

D

  

75.74

84.76

83.47

93.81

E

  

99.44

84.76

39.11

100.00

F

  

35.87

82.50

10.03

100.00

G

  

100.00

50.29

36.75

24.86

H

  

72.91

83.18

78.80

77.73

I

  

63.50

87.00

23.54

93.00

J

  

97.50

93.60

100.00

0.40

K

  

80.81

64.00

93.94

49.60

L

  

74.09

85.51

71.08

95.33

M

  

40.38

10.50

00.00

00.00

N

  

85.25

52.00

100.00

5.00

O

  

57.49

60.65

48.41

59.03

P

  

82.43

81.33

78.19

83.67

Q

  

87.76

94.55

100.00

11.82

R

  

82.46

94.00

100.00

24.00

S

  

89.06

95.00

100.00

33.33

T

  

89.71

93.85

94.83

84.62

U

  

48.48

95.50

81.60

66.50

V

  

25.53

72.00

100.00

12.00

W

  

51.53

59.00

84.92

76.00

 

Accuracy (%) = N/A

Accuracy (%) = 72.53

Accuracy (%) = 59.34

 

κ = N/A

κ = 0.7108

κ = 0.5726