Table 9 Comparison of descriptive statistics from models trained with segments, segments with vessel (color channel) and segments with spleen on portal vein embolization cohort CPVE.
Seg 1, N = 20 | Seg 2, N = 201 | Seg 3, N = 201 | Seg 4, N = 201 | Seg 5–8, N = 201 | Spleen, N = 201 | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(IntraMD2a = 0.88) | (IntraMD2a = 0.88) | (IntraMD2a = 0.94) | (IntraMD2a = 0.92) | (IntraMD2a = 0.99) | |||||||||||||||||
(InterMD2b = 0.82) | (InterMD2b = 0.85) | (InterMD2b = 0.91) | (InterMD2b = 0.88) | (InterMD2b = 0.96) | |||||||||||||||||
MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | Mseg+spleen1 | |
Dice | 0.90 | 0.90 | 0.91 | 0.90 | 0.81 | 0.82 | 0.82 | 0.82 | 0.87 | 0.88 | 0.88 | 0.88 | 0.85 | 0.89 | 0.89 | 0.89 | 0.92 | 0.93 | 0.93 | 0.94 | 0.97 |
0.88, 0.05 | 0.88, 0.06 | 0.88, 0.06 | 0.89,0.05 | 0.77, 0.19 | 0.80, 0.10 | 0.80, 0.10 | 0.80, 0.11 | 0.86, 0.05 | 0.87, 0.05 | 0.87, 0.05 | 0.87, 0.05 | 0.81, 0.10 | 0.88, 0.05 | 0.88, 0.05 | 0.87, 0.07 | 0.91, 0.06 | 0.92, 0.04 | 0.93, 0.04 | 0.92, 0.05 | 0.97, 0.01 | |
0.95, 0.75 | 0.94, 0.69 | 0.94, 0.67 | 0.94, 0.75 | 0.89, 0.00 | 0.89, 0.42 | 0.89, 0.43 | 0.89, 0.41 | 0.92, 0.69 | 0.93, 0.68 | 0.92, 0.71 | 0.93, 0.70 | 0.91, 0.46 | 0.94, 0.77 | 0.95, 0.75 | 0.94, 0.64 | 0.96, 0.72 | 0.98, 0.82 | 0.98, 0.84 | 0.98, 0.80 | 0.98, 0.96 | |
\({{\text{HD}}}_{95}^{3}\) | 4 | 4.3 | 4 | 4 | 13 | 10.9 | 11 | 11 | 12 | 9.3 | 10 | 9 | 15 | 7.8 | 8 | 9 | 15 | 14.9 | 11 | 10 | 2 |
5, 4 | 5.5, 4.3 | 5, 4 | 5, 3 | 16, 13 | 13.5, 10.3 | 12, 6 | 14, 11 | 17, 14 | 10.2, 4.3 | 11, 8 | 12, 8 | 18, 8 | 9.5, 5.1 | 9, 6 | 11, 7 | 18, 10 | 16.1, 15.9 | 12, 7 | 12, 9 | 2, 0 | |
16, 2 | 21.7, 2.5 | 21, 2 | 17, 2 | 66, 5 | 51.7, 5.8 | 27, 6 | 55, 5 | 56, 5 | 22.0, 5.8 | 40, 5 | 42, 5 | 36, 6 | 21.9, 3.4 | 22, 3 | 27, 3 | 47, 5 | 77.2, 2.5 | 27, 2 | 41, 3 | 3, 1 | |
Avg.\({{\text{HD}}}_{{\text{A}}}^{3}\) | 0.21 | 0.19 | 0.19 | 0.21 | 0.80 | 0.72 | 0.70 | 0.71 | 0.53 | 0.43 | 0.46 | 0.45 | 0.89 | 0.36 | 0.37 | 0.43 | 0.28 | 0.30 | 0.26 | 0.23 | 0.03 |
0.33,0.32 | 0.35,0.47 | 0.35,0.49 | 0.31, 0.31 | 2.35,6.49 | 0.96, 0.84 | 0.96, 0.78 | 1.14, 1.43 | 0.91, 0.87 | 0.60, 0.60 | 0.65, 0.77 | 0.68, 0.84 | 1.15,0.92 | 0.49, 0.38 | 0.50, 0.45 | 0.62, 0.65 | 0.61, 0.94 | 0.42, 0.36 | 0.33, 0.30 | 0.41, 0.51 | 0.03, 0.01 | |
1.26,0.06 | 2.15, 0.09 | 2.26, 0.08 | 1.43, 0.08 | 29.81,0.23 | 3.71, 0.27 | 3.15, 0.25 | 6.47, 0.26 | 3.56,0.20 | 2.92, 0.21 | 3.73, 0.20 | 4.11, 0.20 | 3.41, 0.24 | 1.49, 0.10 | 1.74, 0.07 | 2.83, 0.09 | 4.19, 0.09 | 1.25, 0.03 | 1.16, 0.03 | 2.26, 0.04 | 0.08, 0.02 | |
PDV | 7 | 6 | 6 | 5 | 19 | 15 | 15 | 20 | 7 | 5 | 6 | 6 | 13 | 6 | 7 | 6 | 3 | 4 | 4 | 4 | 1 |
7, 5 | 10, 18 | 10, 20 | 8, 13 | 34, 68 | 18, 13 | 18, 13 | 22, 16 | 9, 6 | 7, 6 | 7, 7 | 8, 6 | 14, 14 | 8, 7 | 9, 8 | 10, 12 | 6, 5 | 6, 6 | 6, 5 | 6, 6 | 1, 1 | |
19, 0 | 85, 0 | 92, 0 | 61, 1 | 320, 3 | 53, 1 | 53, 5 | 56, 0 | 23, 2 | 22, 0 | 25, 1 | 26, 1 | 62, 1 | 26, 0 | 32, 1 | 48, 0 | 16, 0 | 24, 1 | 22, 0 | 22, 0 | 3, 0 | |