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Table 5 Information classes, number of training samples, and classification accuracy for the Botswana

From: A multiscale modified minimum spanning forest method for spatial-spectral hyperspectral images classification

 

No. of samples

No. of training samples

SVM

SSEPF-RSMSF

MSEPF-RSMSF

Water

270

23

100

99.63

100

Hippo grass

101

23

89.11

100

100

Floodplain grasses1

251

25

100

100

100

Floodplain grasses2

215

23

93.49

100

100

Reeds1

269

23

85.5

96.65

98.88

Riparian

269

23

84.76

100

100

Firescar2

259

23

97.68

100

100

Island interior

203

23

97.04

100

100

Acacia woodlands

314

24

92.04

100

100

Acacia shrublands

248

23

95.56

100

100

Acacia grasslands

305

23

90.49

99.67

99.67

Short mopane

181

23

90.61

100

100

Mixed mopane

268

23

92.16

100

100

Exposed soils

95

23

100

100

100

AA (%)

–

–

93.46

99.7

99.89

OA (%)

–

–

93.23

99.66

99.88

Kappa coefficient

–

–

92.66

99.63

99.87