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Table 3 Overall classification accuracy for the simulated image (%)

From: Learning from label proportions for SAR image classification

Method

Overall accuracy

Kappa coefficient

PL+SVM

89.32 ± 0.34

0.8385 ± 0.0102

GL+SVM

86.83 ± 0.42

0.8011 ± 0.0154

SVM

87.03 ± 0.36

0.8056 ± 0.0107

GL+LpcSVM with n k =0

89.08 ± 0.44

0.8346 ± 0.0125

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

88.97 ± 0.52

0.8331 ± 0.0121