Table 5.
Location | Variant | Network Name | Accuracy (%) | Sensitivity | Specificity | AUC | Precision | Recall | F1 Score | MCC |
---|---|---|---|---|---|---|---|---|---|---|
Femoral-Tibial Joint | I | MLP 13-9-2 | 96.32 | 0.957 | 0.967 | 0.996 | 0.936 | 0.957 | 0.946 | 0.918 |
RBF 13-43-2 | 89.71 | 0.867 | 0.912 | 0.960 | 0.830 | 0.867 | 0.848 | 0.771 | ||
II | MLP 15-12-2 | 94.85 | 0.935 | 0.956 | 0.989 | 0.915 | 0.935 | 0.925 | 0.886 | |
RBF 15-6-2 | 91.91 | 0.950 | 0.906 | 0.977 | 0.809 | 0.950 | 0.874 | 0.820 | ||
III | MLP 15-24-2 | 93.70 | 0.928 | 0.941 | 0.977 | 0.875 | 0.928 | 0.901 | 0.855 | |
RBF 15-5-2 | 89.63 | 0.806 | 0.948 | 0.974 | 0.898 | 0.806 | 0.849 | 0.773 | ||
Patellofemoral joint | I | MLP 9-40-2 | 89.71 | 0.900 | 0.896 | 0.986 | 0.783 | 0.900 | 0.837 | 0.766 |
RBF 9-35-2 | 98.53 | 0.958 | 1.000 | 1.000 | 1.000 | 0.958 | 0.979 | 0.968 | ||
II | MLP 10-16-2 | 98.53 | 0.958 | 1.000 | 1.000 | 1.000 | 0.958 | 0.979 | 0.968 | |
RBF 10-40-2 | 97.06 | 0.920 | 1.000 | 1.000 | 1.000 | 0.920 | 0.958 | 0.938 | ||
III | MLP 8-3-2 | 97.79 | 0.978 | 0.978 | 0.995 | 0.957 | 0.978 | 0.968 | 0.951 | |
RBF 8-14-2 | 91.91 | 0.909 | 0.924 | 0.979 | 0.851 | 0.909 | 0.879 | 0.819 |