Table 6. Image-wise sensitivity (%) using majority voting (2 and 4 classes).
Dataset | Classifier | non-carcinoma | carcinoma | ||
---|---|---|---|---|---|
Normal | Benign | in situ | Invasive | ||
Initial | CNN | 70 | 90 | ||
80 | 40 | 100 | 100 | ||
CNN+SVM | 80 | 100 | |||
80 | 60 | 100 | 100 | ||
Extended | CNN | 50 | 100 | ||
75 | 75 | 75 | 75 | ||
CNN+SVM | 50 | 90 | |||
75 | 75 | 50 | 75 | ||
Overall | CNN | 61.1 | 94.4 | ||
77.8 | 55.6 | 88.9 | 88.9 | ||
CNN+SVM | 66.7 | 95.6 | |||
77.8 | 66.7 | 77.8 | 88.9 |