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Table 2 Performance evaluation of SVM and RF in classifying Sentinel 2B MSI 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

0.87

1.00

0.93

1.00

1.00

1.00

Built-up

1.00

0.40

0.57

0.38

0.38

0.45

Agriculture

0.89

0.81

0.85

0.65

0.65

0.69

Shrubland

0.92

0.82

0.87

0.73

0.73

0.85

Grassland

1.00

1.00

1.00

0.84

0.72

0.61

Water body

0.93

0.87

0.90

0.80

0.80

0.79

 

OA = 0.87

Kappa:0.80

 

OA = 0.69

Kappa: 0.357