Table 4.
Comparison between convolutional neural network (CNN)-SVM model performance and the two expert observers.
Ultrasound Modality | Classifier | AUC | CA | Precision |
---|---|---|---|---|
B-mode | SVM | 0.937 | 0.877 | 0.883 |
Observer 1 | 0.573 | 0.608 | 0.659 | |
Observer 2 | 0.545 | 0.569 | 0.642 | |
Elastography | SVM | 0.976 | 0.929 | 0.930 |
Observer 1 | 0.622 | 0.681 | 0.693 | |
Observer 2 | 0.587 | 0.612 | 0.686 |
AUC, Area Under the Curve; CA, Classification Accuracy; SVM, Support Vector Machine.