Table 1.
Achieved results showing the median Dice similarity coefficient (DSC), the Intersection-over-Union (IoU) the sensitivity (Sens) and specificity (Spec) on Lung and COVID-19 infection segmentation for each k-fold cross-validation of the sensitivity analysis for the Ma et al. and An et al. dataset. Standard deviation is included for DSC and IoU.
Dataset: Ma et al. |
Dataset: An et al. |
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Lungs |
COVID-19 Lesion |
COVID-19 Lesion |
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k-fold CV | DSC | IoU | Sens. | Spec. | DSC | IoU | Sens. | Spec. | DSC | IoU | Sens. | Spec. |
k=2 | 0.960 ± 0.06 | 0.923 ± 0.10 | 0.970 | 0.998 | 0.775 ± 0.20 | 0.635 ± 0.19 | 0.747 | 0.999 | 0.555 ± 0.07 | 0.386 ± 0.07 | 0.485 | 0.998 |
k=3 | 0.966 ± 0.07 | 0.934 ± 0.10 | 0.968 | 0.999 | 0.778 ± 0.19 | 0.636 ± 0.18 | 0.730 | 0.999 | 0.598 ± 0.10 | 0.426 ± 0.11 | 0.580 | 0.999 |
k=4 | 0.951 ± 0.22 | 0.907 ± 0.29 | 0.948 | 0.999 | 0.711 ± 0.27 | 0.552 ± 0.25 | 0.731 | 0.999 | 0.661 ± 0.07 | 0.494 ± 0.09 | 0.561 | 0.999 |
k=5 | 0.971 ± 0.07 | 0.944 ± 0.11 | 0.971 | 0.999 | 0.804 ± 0.20 | 0.672 ± 0.19 | 0.778 | 0.999 | 0.623 ± 0.04 | 0.453 ± 0.04 | 0.513 | 0.998 |