Table 1.
Comparison between the segmentation accuracy of our framework with the proposed loss and other methods using both DSC and HD metrics.
BCE Loss | Proposed Loss | Tversky Loss | ||||
---|---|---|---|---|---|---|
Cavity | Myocardium | Cavity | Myocardium | Cavity | Myocardium | |
DSC (%) | 90.02 ± 2.11 | 87.33 ± 2.22 | 96.45 ± 1.56 | 93.26 ± 2.21 | 94.55 ± 1.41 | 92.32 ± 1.74 |
HD (mm) | 0.91 ± 0.16 | 1.23 ± 0.14 | 0.59 ± 0.05 | 0.87 ± 0.15 | 0.63 ± 0.07 | 0.91 ± 0.13 |
The metrics are presented in the form of mean±SD for the LV cavity and myocardium of the heart.