Table 5. Comparative performance between 2D CNN and other shallow neural networks.
Classifier | Cross-validation | Independent | ||||||
---|---|---|---|---|---|---|---|---|
Sens | Spec | Acc | MCC | Sens | Spec | Acc | MCC | |
kNN | 60.1 | 95.4 | 87.5 | 0.62 | 28.9 | 95.1 | 88.6 | 0.28 |
RandomForest | 59.6 | 98.2 | 89.5 | 0.68 | 15.8 | 98 | 89.9 | 0.23 |
Gaussian | 93.5 | 30.5 | 44.6 | 0.23 | 81.6 | 23.2 | 28.9 | 0.03 |
SVM | 35.2 | 98.1 | 84 | 0.48 | 28.9 | 97.1 | 90.4 | 0.34 |
2D CNN | 76.6 | 93.5 | 89.7 | 0.7 | 65.8 | 90.3 | 87.9 | 0.46 |