Skip to main content

Table 5 Ablation Experiment

From: Identification of citrus diseases based on AMSR and MF-RANet

Network

Normal citrus (%)

Huanglong disease (%)

Corynespora blight of citrus (%)

Fat spot macular disease (%)

Citrus scab (%)

Citrus canker (%)

Average testing accuracy (%)

Training time

Model size (MB)

ResNet50

86.24

84.26

86.65

86.27

83.70

83.24

85.06

5:48ʹ12ʺ

26 M

ResNet50(E)

90.76

89.67

88.19

87.40

87.65

86.37

88.34

4:53ʹ40ʺ

26 M

ResNet50 + L

89.47

89.39

89.02

86.57

86.31

87.48

88.04

4:48ʹ33ʺ

26 M

ResNet50 + R

93.21

92.10

92.76

91.83

90.96

91.00

91.82

5:31ʹ10ʺ

25.2 M

ResNet50 + A

92.99

92.04

92.71

92.26

90.29

91.65

91.99

5:29 ʹ04ʺ

24.8 M

MF-RANet

97.55

96.77

96.22

95.96

93.93

94.04

96.87

3:47ʹ46ʺ

24 M