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Table 3 Performance evaluation of SVM and RF in classifying Sentinel 1A SAR data

From: Fusion of sentinel-1 SAR and sentinel-2 MSI data for accurate Urban land use-land cover classification in Gondar City, Ethiopia

 

SVM

RF

LULC type

PA

UA

F-score

PA

UA

F-score

Forest

0.40

1.00

0.571

0.62

0.67

0.65

Built-up

0.79

1.00

0.882

0.80

0.57

0.67

Agriculture

0.41

0.78

0.542

0.56

0.47

0.50

Shrubland

0.63

0.92

0.743

0.80

0.80

0.80

Grassland

0.57

0.80

0.667

0.67

0.57

0.62

Water body

0.74

0.69

0.71

0.74

0.69

0.71

 

OA = 0.69

Kappa: 0.67

 

OA = 0.66

Kappa: 0.55