Table 9.
Detailed average results of our model (VGG19) in terms of micro accuracy, micro TPR, micro precision, and micro specificity.
Folds | Accuracy | TPR (Sensitivity) | Precision (PPV) | TNR (Specificity) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Extra | Murmur | Normal | Extra | Murmur | Normal | Extra | Murmur | Normal | Extra | Murmur | Normal | |
Fold1 | 0.95 | 0.89 | 0.84 | 0.81 | 0.83 | 0.86 | 0.71 | 0.92 | 0.81 | 0.97 | 0.94 | 0.83 |
Fold2 | 0.96 | 0.92 | 0.89 | 0.57 | 0.90 | 0.93 | 0.92 | 0.92 | 0.85 | 0.99 | 0.94 | 0.86 |
Fold3 | 0.95 | 0.91 | 0.87 | 0.9 | 0.88 | 0.84 | 0.64 | 0.92 | 0.86 | 0.95 | 0.94 | 0.88 |
Folds avg | 0.95 | 0.91 | 0.87 | 0.76 | 0.87 | 0.88 | 0.76 | 0.92 | 0.84 | 0.97 | 0.94 | 0.86 |
Classes avg | 0.91 | 0.84 | 0.84 | 0.92 |