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Table 2 Overall classification accuracy for the SAR images (%)

From: Learning from label proportions for SAR image classification

 

Tianjin

Rosenheim

Method

Overall accuracy

Kappa coefficient

Overall accuracy

Kappa coefficient

PL+SVM

87.41 ± 0.43

0.7762 ± 0.0132

68.17 ± 0.59

0.5880 ± 0.0091

GL+SVM

83.13 ± 0.47

0.6698 ± 0.0104

64.52 ± 0.61

0.4623 ± 0.0324

SVM

84.86 ± 0.53

0.7144 ± 0.0121

65.92 ± 0.95

0.4847 ± 0.0083

GL+LpcSVM with n k =0

86.38 ± 0.68

0.7278 ± 0.0131

67.34 ± 0.55

0.5728 ± 0.0079

GL+LpcSVM with n k N(0,0.052)

86.33 ± 0.74

0.7226 ± 0.0143

67.14 ± 0.53

0.5719 ± 0.0077