Table 4 Ensembles performance based on validation images
From: Computer-aided diagnostic for classifying chest X-ray images using deep ensemble learning
Precision | Recall | Score-F1 | Accuracy | ||
|---|---|---|---|---|---|
Stacking Ensemble | COVID-19 | 0.99 | 0.96 | 0.98 | 0.98 |
Healthy | 0.98 | 0.99 | 0.99 | ||
Viral Pneumonia | 0.99 | 1.00 | 0.99 | ||
Tuberculosis | 0.98 | 0.99 | 0.98 | ||
Voting Ensemble | COVID-19 | 0.98 | 0.94 | 0.96 | 0.97 |
Healthy | 0.95 | 1.00 | 0.97 | ||
Viral Pneumonia | 0.97 | 1.00 | 0.98 | ||
Tuberculosis | 0.99 | 0.96 | 0.98 |