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Table 3 Comparison of FID(Fréchet inception distance) indicators

From: Dual discriminator GAN-based synthetic crop disease image generation for precise crop disease identification

Leaf Categories

StyleGAN2

SwapAE

FDIT

DDPM

StyleGAN3-T

DDGAN

FHWD

Apple black rot

89.4

64.61

60.5

76.29

66.68

80.07

57.98

Corn gray Leaf spot

194.21

140.23

129.73

129.28

134.93

169.92

124.96

Corn common rust

109.95

94.95

92.89

92.82

98.02

96.2

88.84

Corn Northern leaf blight

166.22

106

102.14

96.14

99.25

100.99

95.91

Potato early blight

81.9

49.35

47.29

57.41

48.72

55.53

46.96

Potato late blight

100.45

62.43

61.08

64.53

59.03

64.58

58.71

Pepper bacterial spot

95.85

62.26

60.36

70.99

59.9

61.25

57.17

Tomato early blight

123.27

77.81

70.43

70.85

73.31

67.75

66.96

Grape Black rot

57.66

34.6

33.45

33.61

31.45

32.44

30.2

Strawberry Leaf scorch

98.02

69.64

63.33

67.06

62.6

71.21

58.43

Avg FID

111.69

76.19

72.12

75.9

73.39

79.99

68.67

  1. The best results are shown in bold