Table 3.
Comparison between mean (± standard deviation) automatically segmented and manually segmented volumes.
| Hakim disease | Normal | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MRI | A-volume | M-volume | A-volume | M-volume | Dice score | r | P-A | P-M | |
| Total ventricles | T1 | 129.2 ± 35.1 | 127.8 ± 35.5 | 26.9 ± 19.4 | 26.8 ± 18.9 | 0.85 ± 0.07 | 0.999 | <0.001 | <0.001 |
| T2 | 150.3 ± 45.2 | 150.1 ± 47.3 | 25.5 ± 9.9 | 25.2 ± 9.8 | 0.83 ± 0.06 | 0.997 | <0.001 | <0.001 | |
| Total subarachnoid space | T1 | 331.0 ± 35.7 | 329.9 ± 38.7 | 280.6 ± 60.6 | 287.4 ± 55.3 | 0.72 ± 0.04 | 0.980 | <0.001 | 0.004 |
| T2 | 288.4 ± 53.2 | 298.5 ± 53.8 | 218.9 ± 57.7 | 247.3 ± 53.6 | 0.64 ± 0.06 | 0.867 | <0.001 | 0.008 | |
| High-convexity part of subarachnoid space | T1 | 17.9 ± 3.7 | 21.5 ± 4.7 | 42.5 ± 12.1 | 42.2 ± 13.4 | 0.68 ± 0.07 | 0.900 | <0.001 | <0.001 |
| T2 | 7.3 ± 4.2 | 11.5 ± 5.2 | 32.2 ± 12.8 | 36.5 ± 11.0 | 0.60 ± 0.11 | 0.959 | <0.001 | <0.001 | |
| Sylvian fissure and basal cistern | T1 | 90.2 ± 12.0 | 95.5 ± 12.8 | 42.9 ± 10.3 | 45.6 ± 11.8 | 0.70 ± 0.05 | 0.969 | <0.001 | <0.001 |
| T2 | 88.6 ± 9.0 | 96.9 ± 17.9 | 37.7 ± 8.9 | 40.8 ± 9.9 | 0.69 ± 0.06 | 0.966 | <0.001 | <0.001 | |
A-volume: automatically segmented region volumes with the 3D U-Net model. M-volume: manually segmented volume. Dice score; (overlapping 3D spaces) × 2/total area. The total area is defined as the sum of the ground truth image segmentation area (manually segmented) and the predicted area using the 3D U-Net model. r; Pearson’s correlation coefficient, to assess the correlations between volumes segmented manually and those segmented automatically by the 3D U-Net model. P-A; probability value of A-volume in Hakim disease vs. normal volunteer. P-M; probability value of M-volume in Hakim disease vs. normal volunteer.