Category

Method

Precision

Recall

F1-measure

Adenocarcinoma

CNN + SVM

0.76

0.72

0.74

Transfer learning

0.87

0.81

0.84

Propose method (LL LH HL)

0.85

0.88

0.86

Squamous cell carcinoma

CNN + SVM

0.84

0.94

0.89

Transfer learning

0.87

0.93

0.90

Propose method (LL LH HL)

0.91

0.94

0.92

Metastatic

CNN + SVM

0.93

0.94

0.93

Transfer learning

0.86

0.94

0.90

Propose method (LL LH HL)

0.96

0.96

0.96

Normal

CNN + SVM

0.90

0.88

0.89

Transfer learning

0.88

0.83

0.85

Propose method (LL LH HL)

0.95

0.90

0.92