Table 4.
Leave Center Out (LCO-CV) performance evaluated using the AUC metric.
Augmentations | Framework | Vall d’Hebron | Sagrada Familia | ACDC | SantPau | Total |
---|---|---|---|---|---|---|
None | CDS | 0.870 ± 0.020 | 0.809 ± 0.010 | 0.616 ± 0.064 | 0.784 ± 0.026 | 0.732 ± 0.008 |
FL | 0.897 ± 0.002 | 0.815 ± 0.001 | 0.599 ± 0.002 | 0.835 ± 0.001 | 0.746 ±0.001 | |
FL-EV | 0.894 ± 0.001 | 0.816 ± 0.001 | 0.566 ± 0.002 | 0.837 ± 0.001 | 0.779 ± 0.004 | |
Basic | CDS | 0.916 ± 0.014 | 0.816 ± 0.016 | 0.654 ± 0.068 | 0.776 ± 0.019 | 0.759 ± 0.016 |
FL | 0.922 ± 0.002 | 0.855 ± 0.001 | 0.554 ± 0.002 | 0.818 ± 0.001 | 0.791 ± 0.001 | |
FL-EV | 0.886 ± 0.007 | 0.868 ± 0.001 | 0.532 ± 0.003 | 0.810 ± 0.001 | 0.773 ± 0.005 | |
Shape | CDS | 0.900 ± 0.024 | 0.834 ± 0.028 | 0.641 ± 0.084 | 0.796 ± 0.013 | 0.764 ± 0.022 |
FL | 0.861 ± 0.002 | 0.879 ± 0.001 | 0.668 ± 0.003 | 0.845 ± 0.007 | 0.766 ± 0.001 | |
FL-EV | 0.803 ± 0.003 | 0.869 ± 0.001 | 0.632 ± 0.008 | 0.821 ± 0.001 | 0.737 ± 0.004 | |
Shape and intensity | CDS | 0.901 ± 0.031 | 0.829 ± 0.013 | 0.743 ± 0.048 | 0.793 ± 0.018 | 0.776 ± 0.008 |
FL | 0.887 ± 0.001 | 0.807 ± 0.003 | 0.472 ± 0.003 | 0.840 ± 0.003 | 0.731 ± 0.009 | |
FL-EV | 0.892 ± 0.001 | 0.854 ± 0.005 | 0.471 ± 0.002 | 0.844 ± 0.001 | 0.768 ± 0.003 |
Each number represents the average AUC calculated across five repeated experiments with different network initializations.