Annexure D

Table 1: Error matrix for Unsupervised classification.

Classification data

Agriculture

Built up (Urban/Rural)

Evergreen/ Semi- Forest

Plantation / orchards

Waste land / Barren rocky/ Stony Waste

Waterbodies

Row Total

Agriculture

5913

23

259

454

161

106

6916

Built up (Urban/Rural)

39

857

60

39

47

12

1054

Evergreen/Semi-Forest

74

36

5136

96

104

479

5925

Plantation/ Orchards

102

3

124

2978

98

65

3370

Waste land/Barren rocky/Stony Waste

24

73

143

39

11704

182

12165

Waterbodies

52

3

230

25

13

11282

11605

Column Total

6204

995

5952

3631

12127

12126

41035

Table 2: Error Matrix for Supervised classification.

Classification data

Agriculture

Built up (Urban/Rural)

Evergreen/ Semi- Forest

Plantation / orchards

Waste land / Barren rocky/ Stony Waste

Waterbodies

Row Total

Agriculture

2193

7

247

98

12

54

2611

Built up (Urban/Rural)

16

1671

107

79

41

65

1979

Evergreen/Semi-Forest

50

6

25539

1029

21

142

26787

Plantation/ Orchards

37

5

993

17168

14

218

18435

Waste land/Barren rocky/Stony Waste

20

30

117

14

1477

58

1716

Waterbodies

1

2

23

33

11

28890

28960

Column Total

2317

1721

27026

18421

1576

29427

80488

Table 3: Land Cover statistics for Bagapalli Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

10.22

37.58

7.8

4.75

38.58

1.06

K-Means (B1 to B7)

2.66

51.16

5.14

0.63

40.33

0.08

MLC (B1 to B7)

1.23

41.03

15.35

7.62

33.55

1.21

SAM (B1 to B7)

0.82

57.17

5.79

2.46

32.61

1.14

NN (B1 to B7)

1.69

56.79

10.22

3.37

27.62

0.31

DTA (B1 to B7)

2.43

44.92

9.53

7.74

35.23

0.16

MLC (PCA)

5.01

42.69

24.8

1.14

26.36

0

SAM (PCA)

7.83

44.19

3.27

2.65

42.06

0

NN (PCA)

4.84

37.68

2.66

1.2

49.3

4.32

DTA (PCA)

8.73

31.93

21.42

2.27

19.31

16.35

MLC (MNF)

0

76.4

7.32

0

16.28

0

SAM (MNF)

0.2

83.29

10.68

0

5.82

0

NN (MNF)

9.05

41.97

5.66

3.27

38.99

1.04

DTA (MNF)

9.69

33.78

24.43

11.74

20.37

0

Table 4: Land Cover statistics for Bangarpet Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

14.78

10.05

17.98

12.85

42.75

1.6

K-Means (B1 to B7)

23.72

10.43

12.78

21.56

31.46

0.06

MLC (B1 to B7)

22.8

6.85

16.02

15.5

38.02

0.82

SAM (B1 to B7)

19.28

8.77

17.61

17.73

36.37

0.24

NN (B1 to B7)

23.8

19.29

14

28.08

14.51

0.31

DTA (B1 to B7)

16.38

7.95

25.32

13.04

36.5

0.82

MLC (PCA)

25.11

10.78

14.22

18.4

30.82

0.67

SAM (PCA)

32.23

2.84

17.22

14.72

31.63

1.35

NN (PCA)

31.85

0

18.71

9.15

39.47

0.83

DTA (PCA)

20.2

7.37

7.65

22.26

41.25

1.28

MLC (MNF)

18.58

0.89

9.14

23.82

47.46

0.11

SAM (MNF)

9.89

0

0.14

40.05

49.5

0.42

NN (MNF)

14.64

6.38

20.85

16.23

41.3

0.59

DTA (MNF)

22.27

7.28

13.65

21.97

34.83

0

Table 5: Land Cover statistics for Chikballapur Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

28.07

11.51

17.06

11.56

31.04

0.76

K-Means (B1 to B7)

18.1

19.48

16.45

16.74

28.72

0.03

MLC (B1 to B7)

28.31

11.71

16.35

10.4

32.72

0.51

SAM (B1 to B7)

48.16

21.38

12.97

14.91

35.38

0.5

NN (B1 to B7)

15.83

20.56

11.11

28.37

23.23

0.89

DTA (B1 to B7)

18.79

16.99

23.43

9.68

30.72

0.39

MLC (PCA)

40.27

7.09

13.06

4.89

34.01

0.68

SAM (PCA)

17.4

8.28

15.37

14.96

43.82

0.16

NN (PCA)

21.34

0

21.46

8.04

49.03

0.13

DTA (PCA)

27.73

24.65

13.9

11.19

21.86

0.67

MLC (MNF)

23.72

3.48

14.62

16.1

41.87

0.21

SAM (MNF)

30.73

0

28.74

4.02

36.21

0.3

NN (MNF)

28.69

10.1

15.72

10.66

34.13

0.7

DTA (MNF)

16.08

14.84

25.73

7.06

35.64

0.65

Table 6: Land Cover statistics for Chintamani Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

16.79

17.61

4.83

7.52

51.84

1.4

K-Means (B1 to B7)

15.58

13.73

0.65

11.79

58.24

0.01

MLC (B1 to B7)

20

14.38

1.91

7.82

54.19

1.7

SAM (B1 to B7)

18.23

19.04

0.93

4.57

56.89

0.35

NN (B1 to B7)

28.31

26.56

0.93

7.11

36.89

0.2

DTA (B1 to B7)

15.12

15.12

3.77

11.65

53.82

0.53

MLC (PCA)

22.63

18.07

0.79

5.89

52.3

0.31

SAM (PCA)

14.2

9.99

3.73

18.48

53.4

0.2

NN (PCA)

26.57

5.93

2.22

5.06

60.08

0.24

DTA (PCA)

20.02

20.28

3.14

6.29

47.5

2.77

MLC (MNF)

25.35

15.32

0.77

6.2

51.79

0.57

SAM (MNF)

27.92

12.06

6.74

0.84

51.45

0.99

NN (MNF)

17.26

17.04

3.15

6.46

55.27

0.82

DTA (MNF)

20.39

13.85

5.72

3.68

55.94

0.42

Table 7: Land Cover statistics for Gauribidanur Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

17.29

23.07

9.65

8.68

40.6

0.7

K-Means (B1 to B7)

19.15

17.15

4

11.42

48.19

0.1

MLC (B1 to B7)

13.88

16.37

9.69

17.24

42.18

0.64

SAM (B1 to B7)

12.03

19.76

5.98

13.05

48.82

0.36

NN (B1 to B7)

6.04

35.66

1.9

7.93

48.18

0.29

DTA (B1 to B7)

15.7

16.42

11.55

12.4

43.29

0.64

MLC (PCA)

28.69

24.59

10.48

4.04

32.19

0

SAM (PCA)

8.75

18.25

7.6

10.87

54.53

0

NN (PCA)

31.79

2.27

14.69

6.19

44.83

0.24

DTA (PCA)

35.67

26.13

10.29

9.34

17.23

1.35

MLC (MNF)

30.73

12.54

11.47

7.92

37.2

0.13

SAM (MNF)

9.74

6.29

39.75

10.82

33.4

0

NN (MNF)

18.49

22.07

7.98

9.53

41.14

0.79

DTA (MNF)

16.58

10.04

11.43

11.05

50.86

0.03

Table 8: Land Cover statistics for Gudibanda Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

16.36

16.21

7.92

6.56

52.35

0.6

K-Means (B1 to B7)

4.7

15.17

1.76

1.76

76.55

0.05

MLC (B1 to B7)

1.71

26.16

3.71

5.93

62.05

0.43

SAM (B1 to B7)

1.79

28.19

1.9

3.96

63.66

0.51

NN (B1 to B7)

6.04

35.66

1.9

7.93

48.18

0.29

DTA (B1 to B7)

6.37

18.38

4.24

5.78

64.7

0.54

MLC (PCA)

8.79

9.94

3.23

2.99

75.05

0

SAM (PCA)

3.9

1.76

1.6

16.72

76.02

0

NN (PCA)

4.43

0

2.91

1.66

91

0

DTA (PCA)

8.84

27.05

2.11

2.99

57.99

1.02

MLC (MNF)

5.21

28.84

2.54

2.27

61.06

0.08

SAM (MNF)

6.19

3.56

8.88

0

81.37

0

NN (MNF)

2.32

1.34

4.25

0

92.09

0

DTA (MNF)

12.44

8.63

4.06

7.69

67.18

0

Table 9: Land Cover statistics for Kolar Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

21.23

13.39

13.02

14.15

37.33

0.87

K-Means (B1 to B7)

28.97

10.6

8.54

24.76

27.12

0.01

MLC (B1 to B7)

36.11

6.48

11.4

10.8

33.73

1.48

SAM (B1 to B7)

32.19

9.1

10.59

13.8

33.98

0.35

NN (B1 to B7)

39.24

14.44

9.2

21.21

15.56

0.35

DTA (B1 to B7)

20.5

9.52

18.98

16.46

33.7

0.83

MLC (PCA)

36.18

13.96

7.67

10.08

30.86

1.25

SAM (PCA)

35.05

3.4

8.97

17.78

34.03

0.78

NN (PCA)

44.49

0

9.82

10.49

34.64

0.56

DTA (PCA)

24.74

6.83

6.78

15.96

44.64

1.05

MLC (MNF)

61.95

0.15

4.04

9.11

23.29

1.46

SAM (MNF)

54.13

0

1.17

10.79

30.87

3.04

NN (MNF)

51.01

0.19

6.19

6.51

34.06

2.05

DTA (MNF)

39.95

7.07

11.74

5.92

34.88

0.44

Table 10: Land Cover statistics for Malur Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

21.37

13.36

15.08

15.45

34.11

0.63

K-Means (B1 to B7)

36.5

10.12

6.75

20.84

25.51

0.28

MLC (B1 to B7)

35.34

11.1

9.59

15.85

27.49

0.63

SAM (B1 to B7)

30.85

11.87

9.3

18.86

28.88

0.26

NN (B1 to B7)

33.48

15.04

6.63

30.95

13.78

0.11

DTA (B1 to B7)

24.67

11.77

21.53

14.01

27.44

0.58

MLC (PCA)

47.74

11.39

6.92

12.8

20.15

0.99

SAM (PCA)

31.47

0.97

22.83

19.62

24.16

0.94

NN (PCA)

36.36

0

16.03

16.55

31.05

0

DTA (PCA)

29.88

10.33

8

19.86

31.79

0.14

MLC (MNF)

35.12

1.08

3.48

25.56

34.7

0.06

SAM (MNF)

15.71

0

0

50.93

33.01

0.35

NN (MNF)

40.85

1.15

23.82

4.74

26.58

2.85

DTA (MNF)

32.61

9.45

10.98

15.85

31.11

0

Table 11: Land Cover statistics for Mulbagal Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

16.9

10.81

4.75

7.3

58.09

2.15

K-Means (B1 to B7)

13.08

18.36

1.51

11.98

55

0.07

MLC (B1 to B7)

16.49

9.61

5.42

9.23

58.5

0.75

SAM (B1 to B7)

12.26

17.85

2.83

6.67

60.15

0.25

NN (B1 to B7)

19.97

32.89

3.99

8.62

34.43

0.1

DTA (B1 to B7)

12.38

13.99

5.25

12.68

55.08

0.62

MLC (PCA)

11.01

5.6

1.63

16.2

65.07

0.49

SAM (PCA)

13.35

0.12

4.77

9.21

72.09

0.46

NN (PCA)

21.46

0

0.88

3.39

74.13

0.15

DTA (PCA)

8.24

3.27

1.35

8.57

78

0.58

MLC (MNF)

13.75

0.57

1.67

0.72

83.08

0.21

SAM (MNF)

8.01

0

0.31

3.2

88.29

0.19

NN (MNF)

14.99

1.71

0.34

0.2

82.66

0.09

DTA (MNF)

24.67

0.94

5.6

3.89

64.85

0.06

Table 12: Land Cover statistics for Sidlaghatta Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

25.73

20.98

10.29

12.11

30.15

0.74

K-Means (B1 to B7)

26.93

20.17

4.95

8.4

39.53

0.02

MLC (B1 to B7)

22.33

22.37

5.74

17.49

31.42

0.65

SAM (B1 to B7)

18.25

29.07

4.14

15.06

33.05

0.44

NN (B1 to B7)

14.83

28.12

2.21

28.57

26.22

0.04

DTA (B1 to B7)

18.78

20.97

14.92

9.5

35.44

0.4

MLC (PCA)

23.72

15.48

11.13

6.35

43.32

0

SAM (PCA)

8.96

16.9

14.92

10.92

48.3

0

NN (PCA)

17.19

3.05

21.45

7.37

50.93

0

DTA (PCA)

25.62

17.47

16.65

5.53

33.8

0.93

MLC (MNF)

28.05

16.38

1.9

19.15

34.52

0

SAM (MNF)

11.4

12.66

31.27

8.06

36.16

0.45

NN (MNF)

26.01

18.6

9.74

11.68

33.36

0.61

DTA (MNF)

21.2

9.15

17.09

6.85

45.46

0.25

Table 13: Land Cover statistics for Srinivaspur Taluk.

Algorithms

Agriculture

Built up

Forest

Plantation

Waste land

Waterbodies

MLC (LISS3)

23.96

9.25

17.05

18.66

30.25

0.83

K-Means (B1 to B7)

29.98

8.11

14.4

22.91

24.49

0.11

MLC (B1 to B7)

32.85

3.13

14.31

18.07

30.24

1.4

SAM (B1 to B7)

29.64

5.41

16.03

17.24

31.4

0.28

NN (B1 to B7)

34.05

11.94

11.93

29.24

12.48

0.37

DTA (B1 to B7)

22.45

5.37

28.03

12.91

30.19

1.04

MLC (PCA)

34.45

11.43

17.18

11.13

23.66

2.16

SAM (PCA)

35.24

6.01

16.68

14.29

27.46

0.32

NN (PCA)

38.32

0

21.08

12.14

26.48

1.99

DTA (PCA)

28.46

3.65

10.74

17.38

37.14

2.64

MLC (MNF)

40.84

0.62

18.92

12.27

26.75

0.61

SAM (MNF)

32.73

0.86

26.41

11.85

27. 07

1.08

NN (MNF)

22.32

10.76

17.65

16.23

32.31

0.73

DTA (MNF)

26.77

5.66

27.59

6.96

32.23

0.79

Table 14: Land Cover details of fraction images for Kolar district.

Taluk

Agriculture (%)

Built up (%)

Forest (%)

Plantation (%)

Waste land (%)

Waterbodies (%)

LMM

LISS-3

LMM

LISS-3

LMM

LISS-3

LMM

LISS-3

LMM

LISS-3

LMM

LISS-3

1

10.63

10.22

33.29

37.58

7.99

7.80

6.21

4.75

37.06

38.58

4.82

1.06

2

15.05

14.78

10.08

10.05

15.62

17.98

12.60

12.85

42.95

42.75

3.70

1.60

3

25.34

28.07

11.94

11.51

16.44

17.06

12.12

11.56

31.83

31.04

2.33

0.76

4

12.40

16.79

13.44

17.61

8.10

4.83

7.47

7.52

55.95

51.84

2.64

1.40

5

16.36

17.29

22.26

23.07

9.94

9.65

10.71

8.68

36.99

40.60

3.74

0.70

6

12.84

16.36

18.06

16.21

11.64

7.92

8.98

6.56

46.49

52.35

1.99

0.60

7

24.61

21.23

9.61

13.39

17.13

13.02

11.80

14.15

33.17

37.33

3.68

0.87

8

21.04

21.37

10.93

13.36

15.91

15.08

16.27

15.45

34.12

34.11

1.73

0.63

9

15.87

16.90

12.18

10.81

6.66

4.75

7.90

7.30

54.74

58.09

2.65

2.15

10

22.83

25.73

20.37

20.98

11.84

10.29

13.60

12.11

28.34

30.15

3.02

0.74

11

25.19

23.96

8.88

9.25

6.60

9.25

21.61

18.66

33.72

30.25

4.00

0.83

Total

17.03

19.03

15.82

17.13

9.62

11.41

9.28

10.96

45.20

40.37

3.05

1.08

1. Bagepalli , 2. Bangarpet, 3. Chikballapur, 4. Chintamani, 5. Gauribidanur, 6. Gudibanda, 7. Kolar, 8. Malur, 9. Mulbagal, 10. Sidlaghatta, 11. Srinivaspur

References for Annexture

  1. http://www.mcst.ssai.biz/mcstweb/calib/emissive.html
  2. http://www.mcst.ssai.biz/mcstweb/calib/reflective.html
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