Table 9 Experimental results of three types of kidney bean leaf spot diseases.

From: Detection of kidney bean leaf spot disease based on a hybrid deep learning model

Classes

 

Model

Accuracy (%)

Precision (%)

Recall (%)

F1-Score

LR

Bacterial disease

VGG16

80.14

82.1

78.5

0.8

Resnet50

81.89

83.2

80.1

0.8

MobileV3

78.6

79.8

77.3

0.78

EfNet-B7

91.98

93.5

90.4

0.93

Black spot disease

VGG16

80.16

81.3

79.2

0.8

Resnet50

82.3

84.1

80.5

0.85

MobileV3

79.51

80.9

78.1

0.78

EfNet-B7

92.35

94.2

90.6

0.93

Gray mold

VGG16

80.56

83

78.3

0.81

Resnet50

81.83

82.7

81

0.82

MobileV3

78.55

80.2

76.9

0.78

EfNet-B7

92.01

93.8

90.2

0.92

RF

Bacterial disease

VGG16

82.93

84.2

81.6

0.83

Resnet50

83.94

85

82.8

0.84

MobileV3

80.26

81.5

79

0.8

EfNet-B7

90.54

91.8

89.3

0.9

Black spot disease

VGG16

82.5

83.8

81.2

0.83

Resnet50

84.8

86.1

83.5

0.84

MobileV3

79.7

80.9

78.3

0.8

EfNet-B7

91.37

92.6

90.1

0.91

Gray mold

VGG16

82.11

83.5

80.7

0.82

Resnet50

85.24

86.3

84.2

0.86

MobileV3

80.14

81.4

78.9

0.8

EfNet-B7

91.39

92.7

90

0.92

ADB

Bacterial disease

VGG16

86.47

87.2

85.8

0.86

Resnet50

88.03

89.5

86.6

0.88

MobileV3

82.82

84

81.7

0.84

EfNet-B7

94.8

95.6

94

0.95

Black spot disease

VGG16

85.99

86.8

85.2

0.88

Resnet50

88.02

88.9

87.1

0.86

MobileV3

82

83.5

80.5

0.82

EfNet-B7

93.7

94.3

93.1

0.93

Gray mold

VGG16

85.79

86.5

85.1

0.85

Resnet50

87.63

88.4

86.9

0.88

MobileV3

82.93

84.2

81.7

0.85

EfNet-B7

94.07

94.8

93.4

0.92

SGB

Bacterial disease

VGG16

87.77

88.5

87

0.87

Resnet50

88.34

89.1

87.6

0.88

MobileV3

85.62

86.7

84.6

0.85

EfNet-B7

95.76

96.2

95.3

0.95

Black spot disease

VGG16

87.28

88

86.5

0.87

Resnet50

88.52

89.3

87.8

0.87

MobileV3

86.83

87.9

85.8

0.85

EfNet-B7

96.04

96.5

95.6

0.97

Gray mold

VGG16

87.1

87.8

86.4

0.87

Resnet50

87.89

88.6

87.2

0.87

MobileV3

85.23

86.4

84.1

0.85

EfNet-B7

96.26

96.8

95.7

0.97