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Table 1 Performance of three CNN models for three different patch sizes

From: CNN models discriminating between pulmonary micro-nodules and non-nodules from CT images

 

Patch sizes

F-score (%)

Accuracy (%)

Sensitivity (%)

AUC (%)

The first CNN model (M1)

64 × 64

75.09

81.22

75.71

79.99

32 × 32

78.54

83.8

81.26

84.66

16 × 16

81.09

85.65

80.01

82.74

The second CNN model (M2)

64 × 64

81.84

86.41

83.12

85.64

32 × 32

83.45

88.28

83.82

87.37

16 × 16

84.3

87.03

82.35

85.65

The third CNN model (M3)

64 × 64

81.92

86.35

82.31

85.36

32 × 32

82.79

86.84

83.67

86.73

16 × 16

83.53

87.504

82.49

86.17

  1. The rows marked in italics illustrate the patch size achieving the highest sensitivity and AUC in the specific model