IEEE Geoscience and Remote Sensing Magazine - September 2021 - 96

96
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE SEPTEMBER 2021
TABLE 9. THE HOUSTON2013 DATA SET 1NN SPATIAL-SPECTRAL CLASSIFICATION RESULTS WITH 5% TRAINING SAMPLES AND 10 SELECTED BANDS.
CLASS IE
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
OA
AA
ID
AP
PSO RELIEFF
90.24 89.98 95.88 95.79 96.04
0.61 0.82 0.07 0.83 0.41
59.82 59.4 83.98 93.79 93.2
0.75 1.14 1.14 0.86 1.12
72.85 71.64 77.68 86.27 94.42
0.04 1.01 1.26 1.46 0.09
59.73 61.76 84.52 86.63 84.69
1.4
0.59 0.41 0.23 0.6
60.56 64.38 95.67 96.69 96.01
1.27 0.76 0.42 1.12 0.36
21.75 20.13 53.57 58.77 70.45
0.77 0.09 1.09 0.83 0.79
41.08 40.25 80.83 82.41 82.66
0.38 0.13
1.26 0.88 1.42
54.78 51.48 83.57 80.27 82.64
1.36 0.83 0.05 0.08 1.21
43.78 46.22 73.7 84.87 85.46
0.28 1.17 0.29 1.49 1.2
61.03 58.28 84.29 85.75 83.01
0.78 1.49 1.28 1.44 1.02
42.2 41.09 72.55 69.65 72.8
1.35 0.81 0.65 0.81 1.07
46.2 50.3 82.24 80.7 84.54
0.61 1.27 0.92 0.56 1.32
26.23 24.89 55.83 51.57 53.36
0.14 0.7
0.01 1.37 0.96
60.1 56.9 73.89 84.24 82.27
1.29 1.45 0.73 0.33 0.34
32.96 36.78 84.71 92.52 91.4
1.5
1.47 0.19 0.35 0.04
54.16 54.42 81.68 84.32 85.27
1.03 1.36 0.92 1.35 0.29
51.55 51.57 78.86 81.99 83.53
1.4
1.25 1.34 0.87 0.87
l # 100 50.37 50.64 80.18 83.03 84.06
0.14 0.48 1.15 0.35 1.11
LCMV-
BCM
JAYA
OPTIMIZATION
95.03 96.3
0.36
0.36
93.46 92.03
0.97
0.18
88.39 94.12
0.68
0.87
88.16 88.32
0.56
0.2
98.64 95.67
1.44
0.93
66.23 78.9
1.24
1.29
83.57 83.4
0.09
0.57
0.88
78.41 83.23
0.68
87.56 82.18
1.09
84.89 86.35
0.61
1.4
76.39 73.4
1.2
87.7
0.7
0.05
0.03
84.8
1.18
48.21 57.62
0.07
86.21 75.86
0.81
1.14
92.36 90.92
0.91
85.7
1.13
0.17
85.98
0.52
83.49 84.4
1.28
0.05
84.53 84.84
1.04
1.24
0.64
GA-
PSO
SC
LCMV-
BCM
SQ
LCMV-
BCM
96.72 96.13 95.2
0.23 1.43
1.4
93.04 91.44 93.2
0.14
0.98
0.76 0.52
LCMV-
BCC
FTRC-
OC-
FDPC
1.09
NC
OC-
MVPCA DSEBS
0.26
0.54
NC
OC-
IE MDPP DSC SSR DCBSCA
96.04 96.38 96.38 96.97 96.21 96.55 96.72 96.72 95.79
1.23
0.28 0.27
0.22
1.09
0.3
0.65
1.04 0.39
0.47 1.05 0.94
92.79 92.79 93.04 93.79 92.79 92.45 93.37 94.97 93.79
1.01
0.01 0.8
0.56
0.87
0.02
1.18
0.17
0.09 1.47
0.42
94.42 90.95 92.91 96.38 95.93 94.42 96.38 88.84 92.16 92.31 87.33 92.91
1.03 1.08
0.43 0.89 1.44
88.16 89.34 90.19 87.65 88.83 87.82 89.34 89.34 87.39 87.56 86.97 91.37
0.65 0.14
0.92
96.95 96.18 95.67 95.5
0.9
0.26
0.14
0.68
1.13
0.38
0.86
1.37
0.35
1.05
0.67 0.85
1.09 0.34
0.09 0.74 0.96
97.03 96.52 95.17 96.35 97.79 96.35 97.79 97.54
1.29
0.86 1.22 0.61
79.55 70.78 62.34 79.87 78.9
1.18 0.48
0.16
0.29
0.66
0.59
82.14
0.16
80.33 82.32 85.31 84.23 83.65 86.8
0.43 1.24
1.24
82.22 82.64 83.32 82.3
1.18 0.55
0.8
0.53
1.07
0.11
82.47 83.4
1.31
0.49
0.89
1.37
0.72 0.35
1.13
80.84 72.08 78.57 82.14 84.09 79.55
0.79 1.46
85.15 84.23 83.9
1.02
1.46 0.11
0.31 0.48
0.2
0.4
1.07 0.47 0.44
83.9 86.72 84.32
1.01 0.86
82.73 83.83 83.49 82.9 79.25 82.98
0.98
0.88 0.62 0.46
86.72 88.82 85.88 87.31 88.49 85.97 85.55 86.05 87.65 88.91 89.41 88.66
0.75 1.21
0.29
1.06
0.84
1.49
0.65 1.12
1.44 0.8
0.06 1.42 1.15
88.15 87.73 83.26 87.04 85.58 90.04 88.67 85.58 90.64 86.01 87.47 89.01
0.59
1.45 0.17 0.08
72.46 76.21 76.3
0.21 0.72
0.39
87.53 86.17 89.5
1.22 1.35
0.19
0.64
75.28 74.85 74.17
0.99
0.25
0.5
0.89
1.09
1.35
0.55
75.02 80.9 76.98 79.97 76.98 74.94
0.29
0.42
1.05
0.53
1.17
0.3
0.57 1.1
0.49 1.32 0.71
84.88 86.93 86.25 87.96 93.77 91.89 88.73 89.41 89.92
1.43 0.81 0.81
55.83 55.38 57.62 55.61 56.73 54.04 54.93 60.31 56.95 63.23 65.25 57.85
0.31 0.68
0.01
0.96
1.38
0.24
1.07
0.87
0.65 0.65
0.65 1.33
0.07 0.07 0.14
81.77 85.47 84.98 85.71 85.47 83.74 84.48 87.68 83.99 87.68 86.95 84.73
0.52 0.69
0.59 0.27 0.95
91.56 90.29 89.49 91.4
0.61 1.33
0.82
0.63 0.23
0.55
0.94
91.88 93.15
0.31
0.66
1.11
1.21
94.27 89.49 92.52 92.2 93.15 92.36
1.29 0.07 1.04
0.19 0.71
1.43 0.75
1.13 1.11
1.25
0.1
1.43
86.45 86.53 86.54 86.72 87.06 87.26 87.41 87.64 87.83 87.85 87.85 87.9
1.23
85.03 84.66 84.35 85.47 85.73 85.86 86.08 85.83 86.19 86.8 86.83 86.38
1.33 0.61
0.05
1.24 0.44
0.46
1.12
0.78
0.23
0.49
0.22
1.25
0.91
0.38 0.49
0.84 0.39
0.6
0.61 0.58
85.35 85.42 85.43 85.63 86.01 86.22 86.38 86.62 86.83 86.85 86.86 86.91
1.22
1.02 0.35 0.68
SML-
AP
SRL-
AP
ALL
96.21 95.71 96.38
0.81 0.66 0.43
91.86 93.04 95.13
1.42 1.36 0.59
93.97 93.51 98.79
0.28 0.29 0.51
88.16 89.85 94.25
0.33 1.26 1.46
96.27 97.2 98.22
1.48 0.13 0.48
77.27 81.17 84.42
1.28 1.37 0.96
86.31 84.07 83.98
0.25 0.22 0.71
82.56 84
0.4
1.14
86.79
1.49
84.79 85.88 90.84
0.84 0.28 0.75
89.96 86.44 93.3
0.46 0.87 0.8
80.22 77.66 87.98
0.61 0.27 1.45
90.09 92.83 94.36
0.47 0.11 0.27
66.37 62.78 70.85
0.89 0.36 1.26
85.47 87.93 92.12
0.94 0.49 1.2
91.88 91.88 96.34
1.47 0.42 0.2
88.01 88.04 91.78
0.23 0.69 0.93
86.76 86.93 90.92
0.91 0.25 0.28
87.03 87.07 91.11
0.58 0.81 1.49
IEEE Geoscience and Remote Sensing Magazine - September 2021

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