Table 6.
Slide-Level Performances of the 5 Models (on 1024 × 1024 Patches) on the Test Set
Independent | ||||||
---|---|---|---|---|---|---|
Model (1024)-1 | Model (1024)-2 | Model (1024)-3 | Model (1024)-4 | Model (1024)-5 | Ensemble | |
Accuracy | 0.931 | 0.795 | 0.886 | 0.864 | 0.818 | 0.863 |
Sensitivity | 0.937 | 0.875 | 0.875 | 0.813 | 0.750 | 0.875 |
Specificity | 0.928 | 0.750 | 0.892 | 0.893 | 0.857 | 0.857 |
Precision | 0.882 | 0.666 | 0.823 | 0.813 | 0.750 | 0.777 |
F1 | 0.909 | 0.756 | 0.848 | 0.813 | 0.750 | 0.823 |
AUC | 0.953 | 0.915 | 0.928 | 0.940 | 0.915 | 0.944 |
Region Correlation | ||||||
Model (1024)-1 | Model (1024)-2 | Model (1024)-3 | Model (1024)-4 | Model (1024)-5 | Ensemble | |
Accuracy | 0.886 | 0.840 | 0.840 | 0.909 | 0.863 | 0.886 |
Sensitivity | 0.875 | 0.750 | 0.812 | 0.812 | 0.750 | 0.812 |
Specificity | 0.892 | 0.892 | 0.857 | 0.964 | 0.928 | 0.928 |
Precision | 0.823 | 0.800 | 0.764 | 0.928 | 0.857 | 0.866 |
F1 | 0.848 | 0.774 | 0.787 | 0.866 | 0.800 | 0.838 |
AUC | 0.912 | 0.863 | 0.890 | 0.939 | 0.915 | 0.935 |