Geography Reference
In-Depth Information
Table 5.6
The final resulted overall accuracy values of applying various classification approaches and algorithms on various remotely sensed data
MLC
MLC
MLC
NN
NN
NN
SVM
SVM
SVM
Average/
level-
based
ASTER-
15 m-
May-05
Landsat-
TM-30 m-
May-07
Landsat-
MSS-60 m-
June-75
ASTER-
15 m-
May-05
Landsat-
TM-30 m-
May-07
Landsat-
MSS-60 m-
June-75
ASTER-
15 m-
May-05
Landsat-
TM-30 m-
May-07
Landsat-
MSS-60 m-
June-75
A/B
99.02
98.73
92.85
98.58
97.73
91.25
98.92
97.41
93.52
96.44
A1/A2
97.69
96.31
88.54
96.56
95.58
85.59
96.92
95.89
86.55
93.29
A11/A12
95.56
94.08
80.21
92.56
90.98
79.55
90.69
87.36
77.56
87.61
A111/A112
80.56
90.31
-
80.00
90.17
-
81.57
89.41
-
85.33
A1111/A1112
78.21
89.81
-
76.54
88.44
-
77.66
89.96
-
83.37
A1121/A1122
57.21
60.88
-
56.58
60.52
-
58.58
61.68
-
59.18
A11211/A11212/A11213
58.25
65.22
-
59.85
65.13
-
56.55
66.36
-
61.92
A11221/A11222/A11223
65.54
75.02
-
64.59
72.12
-
66.99
75.36
-
69.93
A121/A122
50.59
57.32
-
49.56
50.36
-
54.55
55.52
-
52.98
B/A
99.02
98.73
92.85
98.58
98.73
91.25
98.92
99.41
93.52
96.77
B1/B2
96.69
95.32
89.54
95.56
94.58
85.96
95.92
95.62
87.55
92.92
B11/B12/B211/B212
92.69
95.72
90.51
90.31
94.45
88.24
91.54
96.86
92.28
92.45
73.27
Average/algorithm-based/
multi stage
classification approach
80.91
84.81
89.08
79.96
83.21
86.97
76.18
84.17
88.49
83.75
One stage classification
approach
77.32
83.23
88.14
73.25
82.59
84.87
70.24
83.15
86.59
81.04
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