Table 5.
CNNMetric | Acc. | Sen. | Spe. | Pre. | Youden | F1 | MCC | |||
---|---|---|---|---|---|---|---|---|---|---|
Mac. | Mic. | Mac. | Mic. | |||||||
U-Net | 0.857 | 0.714 | 0.905 | 0.760 | 0.714 | 0.619 | 0.693 | 0.714 | 0.619 | 0.641 |
InceptionV3 | 0.801 | 0.602 | 0.867 | 0.589 | 0.602 | 0.469 | 0.591 | 0.602 | 0.469 | 0.473 |
The results obtained with micro-averaging (Mic.) and macro-averaging (Mac.) are here separately for precision and F1-score but both these methods give the same values for accuracy, sensitivity, specificity, and Youden’s index.