Table 2.
Segmentation performance comparison (DSC) of fine segmentation models.
| Model | Prostate | Rectum | SV | Femoral heads |
|---|---|---|---|---|
| UNet | 0.866 ± 0.034 | 0.846 ± 0.036 | 0.687 ± 0.141 | 0.942 ± 0.017 |
| UNet + E | 0.867 ± 0.042 | 0.847 ± 0.041 | 0.737 ± 0.103 | 0.942 ± 0.017 |
| UNet + E + ASE | 0.861 ± 0.039 | 0.847 ± 0.055* | 0.751 ± 0.081 | 0.939 ± 0.015 |
| Residual UNet | 0.861 ± 0.044 | 0.854 ± 0.045 | 0.736 ± 0.100 | 0.941 ± 0.017 |
| Residual UNet + E | 0.854 ± 0.059 | 0.844 ± 0.046 | 0.711 ± 0.121 | 0.941 ± 0.016 |
| Residual UNet + E + ASE | 0.861 ± 0.052 | 0.842 ± 0.053 | 0.744 ± 0.098 | 0.939 ± 0.016 |
| Dense UNet | 0.860 ± 0.040 | 0.839 ± 0.061 | 0.726 ± 0.128 | 0.941 ± 0.017 |
| Dense UNet + E | 0.863 ± 0.054 | 0.850 ± 0.041 | 0.673 ± 0.146 | 0.942 ± 0.017 * |
| Dense UNet + E + ASE | 0.864 ± 0.040 | 0.858 ± 0.040 * | 0.710 ± 0.139 | 0.941 ± 0.016 |
denotes statistically significant improvement over same model without enhancement or self-ensembling ( using Wilcoxon signed-rank test with Bonferroni correction). SV: seminal vesicles. Bold indicates the best performance for each organ.