Table 2 AUROC values and F1-scores for each fold and the mean over all folds of the five-fold cross validation for the different methods.
Plexus | Method | Fold1 | Fold2 | Fold3 | Fold4 | Fold5 | Mean | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AUROC | F1 | AUROC | F1 | AUROC | F1 | AUROC | F1 | AUROC | F1 | AUROC | F1 | ||
Retina | CNN | 0.89 | 0.86 | 0.93 | 0.86 | 0.78 | 0.68 | 0.95 | 0.86 | 0.85 | 0.72 | 0.88 | 0.79 |
PDA | 0.86 | 0.82 | 0.92 | 0.83 | 0.72 | 0.62 | 0.91 | 0.83 | 0.87 | 0.73 | 0.86 | 0.766 | |
GPDP | 0.85 | 0.77 | 0.89 | 0.76 | 0.61 | 0.59 | 0.85 | 0.76 | 0.85 | 0.75 | 0.81 | 0.726 | |
PD | 0.85 | 0.79 | 0.89 | 0.83 | 0.60 | 0.56 | 0.86 | 0.76 | 0.85 | 0.80 | 0.81 | 0.748 | |
VD | 0.76 | 0.69 | 0.74 | 0.65 | 0.57 | 0.56 | 0.83 | 0.75 | 0.78 | 0.69 | 0.74 | 0.668 | |
IA | 0.67 | 0.63 | 0.58 | 0.58 | 0.58 | 0.51 | 0.66 | 0.56 | 0.69 | 0.58 | 0.64 | 0.572 | |
SVP | CNN | 0.96 | 0.85 | 0.92 | 0.82 | 0.90 | 0.79 | 0.94 | 0.89 | 0.95 | 0.86 | 0.93 | 0.842 |
PDA | 0.93 | 0.89 | 0.90 | 0.81 | 0.86 | 0.78 | 0.94 | 0.87 | 0.92 | 0.82 | 0.91 | 0.834 | |
PD | 0.91 | 0.86 | 0.90 | 0.86 | 0.81 | 0.73 | 0.93 | 0.83 | 0.89 | 0.75 | 0.89 | 0.806 | |
GPDP | 0.88 | 0.79 | 0.91 | 0.80 | 0.75 | 0.65 | 0.92 | 0.79 | 0.89 | 0.79 | 0.87 | 0.764 | |
VD | 0.83 | 0.70 | 0.85 | 0.72 | 0.76 | 0.72 | 0.92 | 0.87 | 0.85 | 0.76 | 0.84 | 0.754 | |
IA | 0.76 | 0.77 | 0.88 | 0.79 | 0.80 | 0.73 | 0.82 | 0.77 | 0.84 | 0.70 | 0.82 | 0.752 | |
ICP | PDA | 0.83 | 0.75 | 0.90 | 0.75 | 0.85 | 0.70 | 0.92 | 0.83 | 0.89 | 0.79 | 0.88 | 0.764 |
CNN | 0.87 | 0.73 | 0.90 | 0.75 | 0.76 | 0.68 | 0.90 | 0.79 | 0.89 | 0.80 | 0.86 | 0.750 | |
PD | 0.84 | 0.76 | 0.91 | 0.74 | 0.72 | 0.70 | 0.92 | 0.82 | 0.87 | 0.77 | 0.85 | 0.758 | |
GPDP | 0.83 | 0.73 | 0.89 | 0.72 | 0.73 | 0.68 | 0.90 | 0.79 | 0.81 | 0.72 | 0.83 | 0.728 | |
VD | 0.73 | 0.70 | 0.78 | 0.75 | 0.66 | 0.61 | 0.90 | 0.82 | 0.81 | 0.72 | 0.78 | 0.720 | |
IA | 0.64 | 0.58 | 0.52 | 0.55 | 0.66 | 0.63 | 0.77 | 0.69 | 0.58 | 0.49 | 0.63 | 0.588 | |
DCP | CNN | 0.82 | 0.70 | 0.97 | 0.87 | 0.82 | 0.75 | 0.92 | 0.86 | 0.82 | 0.72 | 0.87 | 0.780 |
PDA | 0.80 | 0.75 | 0.94 | 0.87 | 0.71 | 0.68 | 0.88 | 0.82 | 0.75 | 0.70 | 0.82 | 0.764 | |
GPDP | 0.73 | 0.63 | 0.93 | 0.79 | 0.64 | 0.59 | 0.90 | 0.83 | 0.71 | 0.62 | 0.78 | 0.692 | |
PD | 0.80 | 0.73 | 0.86 | 0.79 | 0.65 | 0.61 | 0.84 | 0.73 | 0.71 | 0.69 | 0.77 | 0.717 | |
VD | 0.60 | 0.59 | 0.82 | 0.66 | 0.64 | 0.61 | 0.80 | 0.72 | 0.61 | 0.61 | 0.70 | 0.638 | |
IA | 0.52 | 0.48 | 0.62 | 0.59 | 0.57 | 0.48 | 0.57 | 0.51 | 0.53 | 0.48 | 0.562 | 0.508 | |