IEEE Geoscience and Remote Sensing Magazine - September 2021 - 98

98
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE SEPTEMBER 2021
TABLE 11. THE INDIAN PINES DATA SET RF SPATIAL-SPECTRAL CLASSIFICATION RESULTS WITH 10% TRAINING SAMPLES AND 18 SELECTED BANDS.
CLASS RELIEFF IE
1
71.43
0.47
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
OA
AA
74.26
0.61
52.21
0.19
79.81
1.1
89.41
1.02
93.16
0.65
46.15
1.14
98.61
0.05
26.32
0.13
68.65
0.21
79.86
0.37
77.49
0.07
95.11
0.04
95.79
0.74
76.08
1.42
95.18
1.39
79.93
0.38
76.22
0.9
l # 100 77.01
1.06
PSO
LCMV-
BCC
GA-
PSO
0.44
JAYA
OPTIMIZATION ID
88.11 83.33 85.71 85.71 85.71
1.04 0.14 0.6
0.46
78.69 73.48 76.13 76.28 82.74
0.26 0.86 0.91
0.32
1.34
0.6
0.78
56.09 68.27 69.61 78.45 71.08
1.23 0.96 0.02
0.77
80.75 68.54 88.26 80.28 98.12
0.66 0.57 1.47
0.66
95.62 91.94 89.63 98.39 94.24
0.84 1.28 0.84
1.35
0.11
1.27
1.02
1.11
0.63
97.11 93.77 97.42 97.72 97.57
1.11
0.2
26.92 50.11 65.38 53.85 84.62
1.33 0.1
0.28
0.03
1.05
98.37 93.02 98.84 98.84 99.31
0.03 0.13 0.39
0.64
10.53 26.32 31.58 36.84 26.32
0.42 0.67 0.88
1.32
1.34
0.7
74.71 74.71 78.15 80.43 75.41
0.59 1.47 0.97
0.72
80.62 83.66 84.25 80.58 83.97
0.01 1.22 0.21
1.32
1.21
0.14
66.61 66.98 78.61 84.99 83.86
0.82 1.41 0.48
0.9
94.02 98.37 95.11 96.74 97.28
1.35 1.35 0.79
0.18
0.26
0.27
94.91 97.81 97.37 97.45 98.07
0.42 0.51 0.43
0.6
88.47 86.46 82.71 94.52 81.27
0.09 0.4
1.48
0.85 1.45
1.16
1.24
0.71
90.36 87.95 92.77 96.39 97.59
1.11
1.44
81.86 82.35 84.69 85.88 86.35
0.82 1.24
0.2
0.4
0.09
1.26
0.69
0.5
1.25
76.37 77.79 81.97 83.59 84.82
1.3
1.08
79.29 79.77 82.48 83.91 84.42
1.11
1.35 0.1
0.01
MDPP AP
DSEBS SSR
0.89 0.42 0.23
TRC-
OC-
FDPC
LCMV-
BCM
0.03 0.43 0.83
SC
LCMV-
BCM
1.31
NC
OC-IE
0.06
SQ
LCMV-
BCM DSC
1.36
0.2
NC
OC-
MVPCA
90.48 88.11 83.33 85.71 80.95 83.33 85.71 90.48 88.11 92.86 88.11 88.11
0.16
1.25
0.73 1.04 0.62
1.28
0.05 0.44 1.2
0.52
0.12
0.77
0.55 1.11
SRL-
AP
SML-
AP
1.38
DCBSCA ALL
85.71 90.48 90.48
1.2
0.21
85.54 85.31 84.53 83.44 87.71 82.12 81.88 79.08 85.15 82.27 84.21 86.24 88.72 89.51 89.04
1.48
0.79
0.91 1.14
0.57 0.13 1.1
0.5
1.26
0.56
0.24
0.22
1.31
1.24 0.26
0.19
1.21
1.32
1.23
77.91 77.78 70.95 78.85 70.82 76.31 79.25 77.11 80.05 81.39 83.81 82.06 77.78 79.38 83.67
0.82
0.07
99.06 95.77 99.53 99.53 97.65 95.77 91.55 99.53 90.61 99.06 92.02 98.12
0.49 0.47 1.34
0.37 0.47 0.61
0.54
1.29
0.7
0.38 0.65
1.06
1.05
0.6
0.27
0.12 0.69
1.28 0.88
96.24 97.65 96.71
1.13
0.05
0.56
0.33
1.05
91.24 94.01 95.62 95.85 96.77 90.09 89.63 97.01 97.01 93.32 97.24 95.62 96.31 95.62 98.16
0.73 0.38 1.39
0.33
96.21 97.26 96.81 98.02 98.48 97.72 95.74 97.26 97.72 98.33 96.81 96.81 98.63 96.96 96.21
0.38
0.3
0.91 0.81
0.75 0.64 0.92
1.39 0.45
0.66
0.7
1.29
0.24 0.01 1.16
1.28 1.01 0.79
1.15
0.45
0.63
1.06
0.09
0.57
0.88 0.26
0.85 1.33
1.09
1.26
0.8
96.15 38.46 61.54 92.31 50.01 76.92 69.23 73.08 61.54 69.23 88.46 53.85 80.77 88.46 65.38
1.17
1.35
0.81
0.51 1.29 0.51
0.21
0.76
1.28
0.58 1.04
0.94
0.68
1.41
98.61 95.58 97.67 97.44 98.14 99.53 99.77 99.77 99.31 98.14 99.53 99.31 98.61 99.07 99.53
0.51
0.71
36.84 21.05 15.79 36.84 31.58 26.32 42.11 36.84 21.05 26.32 10.53 36.84 31.58 31.58 36.84
1.07
1.12
0.02
0.53
1.18
0.7
0.75 0.73
1.09 0.91 0.88
0.34
0.65
0.13
0.37
0.1
0.64
1.33 0.35
0.02 0.91
1.29
1.44
0.14
1.31
76.43 83.07 75.06 73.81 76.77 86.73 82.15 83.07 87.64 82.49 80.09 85.93 84.32 82.95 86.84
0.93 0.35 0.79
0.05
85.15 82.31 85.42 84.21 86.78 85.74 87.23 84.74 84.16 87.51 87.78 88.23 86.15 90.04 89.63
0.89 0.88 0.76
0.97 0.65 0.21
1.2
0.07 0.42
0.98 0.73 1.46
1.13
1.12
0.36
0.85
0.32
0.98
0.45
1.18
1.29 0.13
0.38 1.33
1.46
0.67
0.05
1.25
80.49 90.81 91.37 94.75 88.56 92.31 96.81 96.62 72.81 93.81 90.62 87.99 94.93 94.93 92.31
1.22
0.15
92.93 96.21 97.28 95.11 96.21 95.11 95.11 96.21 95.11 96.21 97.83 92.93 96.21 96.74 95.65
1.06
1.25 0.05 1.14
0.31 0.46 0.66
1.44 0.51 0.96
0.65 0.26 0.29
0.51
0.92
0.4
0.84
1.08 0.42
1.42 1.07
0.87
1.02
0.63
1.44
1.02
0.63 0.57 0.32
0.57 0.71 1.37
0.57 0.04 0.71
0.5
1.46
0.83
1.24
0.14
93.59 96.14 98.51 97.54 96.05 96.41 95.26 96.84 99.39 95.71 98.86 96.22 97.45 97.98 97.89
1.05
1.16
80.12 82.71 89.63 86.74 88.18 80.98 83.29 86.74 90.78 82.13 89.34 88.76 86.46 88.76 92.51
1.27 0.61
0.69
0.02 0.24 0.71
0.81
0.09
0.99
1.33 0.16
0.66
0.42
1.49
97.59 89.16 92.77 92.77 97.59 93.98 87.95 96.39 96.39 92.77 92.77 92.77 96.39 96.39 96.39
0.97
1.48
86.62 87.31 87.53 87.76 88.11 88.12 88.17 88.17 88.35 88.86 89.65 89.86 89.92 91.07 91.59
0.31
0.82 1.31 0.18
0.51
0.6
0.79 1.34
1.28 1.35 0.33
1.17 0.1
0.76 0.55 0.34
0.8
0.42
0.12
0.57
0.13
0.71
1.3
0.1
1.25
0.63
0.61
0.7
0.62
0.75
0.72
0.19
1.35
0.2
86.15 82.11 83.49 87.06 83.89 84.96 85.17 86.92 84.17 85.72 86.12 85.61 87.27 88.53 87.95
0.36 0.9
1.4
84.72 85.56 85.76 86.05 86.41 86.46 86.51 86.49 86.75 87.29 88.19 88.43 88.51 89.81 90.42
1.24
0.43 0.1
0.19 0.66
1.35
0.53
0.18
88.11
0.76
91.14
0.28
94.65
1.03
99.53
0.32
99.08
0.78
98.63
1.38
53.85
1.22
99.77
1.42
26.32
1.41
92.68
1.33
96.11
1.25
97.94
1.29
96.21
0.04
98.77
0.91
90.49
0.79
93.98
0.91
95.45
1.31
88.57
1.23
94.81
0.85
IEEE Geoscience and Remote Sensing Magazine - September 2021

Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - September 2021
