Table 1 Results of ablation experiments.

From: GLE-net: global-local information enhancement for semantic segmentation of remote sensing images

Method

Model

IoU\(\%\)

Evaluation Index\(\%\)

MFM

SIEM

FCM

Imp.surf.

Buliding

Lowveg.

Tree

Car

MIoU

Mean.F1

OA

ST

   

78.54

82.20

75.66

79.02

77.15

81.35

75.88

79.11

ST+MFM

\(\checkmark\)

  

79.32

83.66

76.98

82.06

78.855

83.85

77.99

80.16

ST+SIEM

 

\(\checkmark\)

 

78.33

83.99

76.35

81.48

78.39

83.44

78.62

81.15

ST+FCM

  

\(\checkmark\)

78.62

83.08

76.28

82.28

78.73

83.69

78.97

81.09

ST+MFM+SIEM

\(\checkmark\)

\(\checkmark\)

 

79.34

84.51

76.22

82.39

79.64

84.11

77.81

82.28

ST+MFM+FCM

\(\checkmark\)

 

\(\checkmark\)

79.97

84.91

77.11

82.52

78.96

83.74

77.15

82.35

ST+SIEM+FCM

 

\(\checkmark\)

\(\checkmark\)

79.08

84.86

76.97

82.56

79.67

84.89

77.89

81.78

ST+MFM+SIEM+FCM

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

80.64

85.98

77.33

82.55

79.89

85.03

78.05

82.46