IEEE Geoscience and Remote Sensing Magazine - September 2021 - 86

86
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE SEPTEMBER 2021
TABLE 5. STATE-OF-THE-ART METHODS AND THEIR EXECUTION TIMES FOR EXPERIMENTAL COMPARISON.
STATE OF
THE ART DESCRIPTION
SSR
IE
ID
MDPP
DSE BS
AP
DSC
Symmetric sparse
representation
REFERENCE
[51]
Information entropy [96]
Information
divergence
Multigraph
determinantal point
process
Graph-based DSE
BS
[169]
[179]
[53]
Affinity propagation [80]
DSC-based BS
DCBSCA Dual clustering BS
contextual analysis
SML-AP
SRL-AP
LCMVBCC
LCMVBCM
ReliefF
PSO
Superpixel
MLbased
AP
Superpixel
representation
learning-based AP
Linearly constrained
minimum variancebased
band correlation
constraint
[108]
[50]
[99]
[99]
[239]
METHODOLOGY
Ranking
Ranking
Ranking
Clustering
Clustering
Clustering
Clustering
Clustering
Superpixel
clustering
Superpixel
clustering
Correlation
HOUSTON2013
TIME (S)
28.08
12.03
28.69
29.26
24.29
26.38
24.33
33.63
27.41
28.15
32.54
HOUSTON2018
TIME (S)
47.59
26.39
66.43
68.49
65.29
67.29
63.27
77.79
69.37
69.69
74.37
INDIAN
PINES
TIME (S)
8.08
3.47
8.69
9.26
4.29
6.38
4.33
15.27
7.41
8.15
12.54
SELECTED BANDS
(HOUSTON2013)
18, 22, 83, 90, 98, 100,
106, 114, 132, 140
127, 130, 132, 135,
139, 140, 141, 142,
143, 144
21, 29, 32, 48, 69, 114,
116, 136, 139, 141
3, 38, 46, 51, 52, 72,
123, 125, 143, 144
27, 38, 52, 54, 78, 80,
91, 122, 131, 140
7, 28, 32, 70, 96, 116,
122, 126, 128, 137
17, 24, 32, 41, 59, 71,
85, 108, 129, 131
10, 17, 24, 52, 65, 71,
78, 97, 113, 120
3, 11, 12, 13, 25, 56,
59, 105, 107, 123
2, 13, 35, 50, 89, 97,
107, 121, 127, 133
29, 40, 60, 61, 69, 83,
94, 108, 118, 138
LCMV-based BCM [239]
ReliefF neighborhood
correlation
Particle swarm
optimization
GA-PSO GA-enabled PSO
for BS
[178]
[11]
[235]
Correlation
Correlation
Search
Search
33.26
37.56
74.39
85.36
75.61
86.39
111.68
112.58
13.26
17.56
54.39
65.36
2, 26, 43, 44, 55, 60,
71, 80, 88, 135
5, 17, 28, 35, 47, 73,
99, 100, 133, 138
14, 29, 32, 35, 43, 70,
82, 107, 124, 143
17, 25, 26, 38, 48, 49,
52, 99, 119, 141
SELECTED BANDS
(HOUSTON2018) SELECTED BANDS (INDIAN PINES)
4, 5, 10, 19, 22,
25, 28, 32, 35, 44
18, 24, 30, 32, 40,
43, 45, 47, 48, 49
17, 22, 23, 26, 34,
36, 40, 41, 44, 49
8, 13, 17, 18, 21,
28, 35, 38, 47, 48
7, 10, 13, 16, 17,
21, 23, 27, 32, 35
15, 23, 25, 26, 28,
36, 37, 41, 43, 45
1, 2, 6, 9, 19, 29,
31, 37, 38, 43
3, 6, 14, 23, 28,
32, 33, 34, 36, 43
3, 9, 12, 14, 15,
16, 19, 22, 33, 43
4, 5, 15, 17, 25,
30, 35, 38, 46, 47
12, 15, 20, 22, 27,
41, 44, 47, 48, 50
3, 5, 23, 28, 31,
36, 41, 42, 47, 48
5, 7, 8, 11, 15, 24,
26, 33, 41, 47
3, 4, 6, 15, 21, 24,
25, 39, 40, 44
5, 15, 16, 20, 22,
27, 28, 32, 33, 43
7, 12, 17, 28, 38, 41, 42, 59, 68, 74,
83, 90, 116, 128, 150, 175, 199,
200
1, 2, 3, 9, 17, 33, 36, 38, 39, 41, 55,
82, 92, 96, 159, 163, 204, 206
7, 10, 12, 35, 88, 117, 118, 168, 169,
172, 173, 174, 178, 180, 181, 182,
183, 184
10, 39, 59, 75, 79, 85, 92, 130, 140,
146, 147, 149, 150, 152, 160, 164,
175, 193
16, 33, 40, 42, 43, 97, 98, 99, 129,
131, 132, 171, 172, 174, 176, 177,
192, 193
1,2,3,11,22,29,43,55,67,75,80,92,9
9,107, 129, 139, 143, 156
4, 13, 28, 30, 51, 65, 75, 78, 91,
112, 117, 130, 133, 134, 139, 157,
169, 174
7, 10, 15, 24, 49, 68, 88, 99, 127,
171, 182, 184, 207, 208, 209, 210,
211, 213
3, 7, 13, 31, 53, 64, 69, 74, 81, 88,
92, 117, 122, 134, 145, 168, 181,
203
5, 13, 19, 27, 33, 53, 75, 80, 88,
97, 100, 125, 130, 145, 165, 178,
198, 209
15, 63, 89, 106, 135, 139, 154, 160,
165, 167, 178, 179, 180, 181, 182,
183, 184, 185
35, 54, 79, 103, 104, 106, 107, 110,
117, 120, 140, 143, 154, 160, 165,
168, 178, 179
18, 25, 26, 107, 108, 109, 135, 136,
137, 139, 140, 176, 177, 178, 179,
180, 181, 182
1, 9, 17, 25, 48, 50, 57, 66, 88, 97,
97, 101, 104, 120, 129, 143, 182,
219
4, 12, 21, 34, 43, 54, 65, 76, 81, 82,
94, 101, 107, 117, 135, 184, 201, 212
(Continued)
IEEE Geoscience and Remote Sensing Magazine - September 2021

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