Table 4.
Quantitative evaluation of the CovidENet and its components CovidE2D & CovidE3D architectures in terms of Dice Coefficient and Hausdorff Distance. In particular, the mean, median and standard deviation for each of the developed tools are presented together with comparison with the 2 independent experts. With bold we indicate the highest values per metric.
Methods |
Dice |
Hausdorff distance |
||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean |
Median |
STD |
Mean |
Median |
STD |
|||||||
Obs1 | Obs2 | Obs1 | Obs2 | Obs1 | Obs2 | Obs1 | Obs2 | Obs1 | Obs2 | Obs1 | Obs2 | |
CovidE2D | 0.69 | 0.67 | 0.70 | 0.68 | ± 0.13 | ± 0.13 | 9.40 | 9.23 | 9.33 | 9.30 | ± 1.83 | ± 1.80 |
CovidE3D | 0.62 | 0.65 | 0.67 | 0.70 | ± 0.17 | ± 0.16 | 9.43 | 8.70 | 9.43 | 8.60 | ± 1.87 | ± 1.81 |
CovidENet | 0.69 | 0.70 | 0.71 | 0.73 | ± 0.13 | ± 0.13 | 9.18 | 8.75 | 9.16 | 8.72 | ± 1.86 | ± 1.78 |
Obs1-Obs2 | 0.70 | 0.72 | ± 0.12 | 9.16 | 9.16 | ± 1.83 | ||||||
CovidENet | 0.70 | 0.72 | ± 0.12 | 8.96 | 8.94 | ± 1.82 |