TABLE 1. Effect of Network Depth to Segmentation Performance.
Aorta and coronary artery | Coronary artery only | |||||
---|---|---|---|---|---|---|
DSC (average) | Training | Validation | Test | Training | Validation | Test |
1-layer | 27.35% | 26.95% | 24.14% | 51.48% | 50.62% | 48.14% |
2-layer | 66.80% | 67.13% | 67.60% | 66.46% | 68.65% | 73.34% |
3-layer | 86.24% | 86.79% | 85.36% | 87.74% | 87.51% | 82.63% |
4-layer | 93.62% | 93.33% | 91.20% | 93.82% | 93.41% | 88.80% |
5-layer | 95.06% | 94.98% | 88.78% | 94.63% | 94.49% | 88.16% |
6-layer | 95.37% | 95.13% | 87.81% | 94.94% | 94.55% | 88.22% |
7-layer | 94.83% | 94.99% | 88.97% | 94.56% | 94.39% | 87.58% |