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 |