Table 2 Quantitative evaluation of DBAHNet segmentation performance across various medical treatments for the main datasets. The results include the Dice similarity coefficient (DSC) and 95th percentile of the Hausdorff distance (HD95) for both the cortical (C) and the trabecular (T) compartments. \(N_{\text {sub}}\) represents the total number of subsets, with each scan divided into 10 subsets along the z-axis.
Doses | Avg DSC | DSC C | DSC T | Avg HD95 | HD95 C | HD95 T |
|---|---|---|---|---|---|---|
Dataset 114 | ||||||
20 (µg/kg/day) (\(N_{\text {sub}}\) = 60) | 0.9036 | 0.9460 | 0.8612 | 0.0737 | 0.0430 | 0.1045 |
20 (µg/kg/day) + ML (\(N_{\text {sub}}\) = 60) | 0.9137 | 0.9478 | 0.8795 | 0.0748 | 0.0469 | 0.1027 |
40 (µg/kg/day) (\(N_{\text {sub}}\) = 80) | 0.9440 | 0.9799 | 0.9082 | 0.0531 | 0.0251 | 0.0810 |
80 (µg/kg/day) (\(N_{\text {sub}}\) = 100) | 0.9498 | 0.9907 | 0.9088 | 0.0424 | 0.0107 | 0.0742 |
Mean performance | 0.9278 | 0.9661 | 0.8894 | 0.0610 | 0.0314 | 0.0906 |
Dataset 215 | ||||||
0.15 (µg/kg/day) (\(N_{\text {sub}}\) = 50) | 0.9737 | 0.9854 | 0.9619 | 0.0561 | 0.0229 | 0.0893 |
0.15 (µg/kg/day) + ML (\(N_{\text {sub}}\) = 50) | 0.9723 | 0.9843 | 0.9603 | 0.0600 | 0.0227 | 0.0975 |
1.5 (µg/kg/day) (\(N_{\text {sub}}\) = 50) | 0.9770 | 0.9879 | 0.9661 | 0.0458 | 0.0222 | 0.0694 |
1.5 (µg/kg/day) + ML (\(N_{\text {sub}}\) = 50) | 0.9712 | 0.9851 | 0.9573 | 0.0718 | 0.0241 | 0.1196 |
15 (µg/kg/day) (\(N_{\text {sub}}\) = 50) | 0.9786 | 0.9884 | 0.9687 | 0.0369 | 0.0195 | 0.0543 |
15 (µg/kg/day) + ML (\(N_{\text {sub}}\) = 50) | 0.9697 | 0.9833 | 0.9561 | 0.0718 | 0.0325 | 0.1113 |
150 (µg/kg/day) (\(N_{\text {sub}}\) = 10) | 0.9797 | 0.9898 | 0.9696 | 0.0153 | 0.0133 | 0.0172 |
150 (µg/kg/day) + ML (\(N_{\text {sub}}\) = 10) | 0.9682 | 0.9821 | 0.9543 | 0.0735 | 0.0219 | 0.1250 |
Mean performance | 0.9738 | 0.9860 | 0.9616 | 0.0540 | 0.0224 | 0.0856 |
Dataset 316 | ||||||
4 N (\(N_{\text {sub}}\) = 40) | 0.9733 | 0.9845 | 0.9622 | 0.0408 | 0.0176 | 0.0639 |
8 N (\(N_{\text {sub}}\) = 46) | 0.9723 | 0.9840 | 0.9607 | 0.0501 | 0.0221 | 0.0781 |
Mean performance | 0.9728 | 0.9842 | 0.9614 | 0.0455 | 0.0199 | 0.0710 |
All datasets | ||||||
Mean performance | 0.9631 | 0.9811 | 0.9345 | 0.0548 | 0.0248 | 0.0846 |