Table 5 Comparison of descriptive statistics from models trained with segments, segments with vessel (color channel) and segments with spleen on validation set (CRTVal).
Seg 1, | Seg 2, | Seg 3, | Seg 4, | Seg 5–8, | Spleen, N = 401 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 40 | N = 401 | N = 401 | N = 401 | N = 401 | ||||||||||||
(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) | ||||||||||||
MnnUnet1 | Mseg+spleen1 | Mvess1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | MnnUnet1 | Mseg+spleen1 | Mvess1 | Mseg+spleen1 | |
Dice | 0.93 | 0.93 | 0.93 | 0.86 | 0.86 | 0.84 | 0.91 | 0.91 | 0.91 | 0.91 | 0.90 | 0.89 | 0.97 | 0.97 | 0.97 | 0.99 |
0.90, 0.07 | 0.90, 0.06 | 0.90, 0.07 | 0.83, 0.09 | 0.83, 0.10 | 0.82, 0.10 | 0.89, 0.10 | 0.89, 0.10 | 0.88, 0.12 | 0.88, 0.08 | 0.88, 0.08 | 0.87, 0.09 | 0.97, 0.03 | 0.97, 0.02 | 0.96, 0.03 | 0.99, 0.01 | |
0.98, 0.70 | 0.98, 0.75 | 0.97, 0.73 | 0.94, 0.51 | 0.94, 0.48 | 0.93, 0.47 | 0.96, 0.36 | 0.96, 0.36 | 0.96, 0.21 | 0.97, 0.56 | 0.97, 0.55 | 0.97, 0.57 | 0.99, 0.86 | 0.99, 0.91 | 0.99, 0.84 | 1.00, 0.96 | |
\({\text{HD}}_{95}^{3}\) | 3.1 | 3.1 | 3 | 8.0 | 7.5 | 8 | 6.6 | 6.5 | 7 | 6.5 | 6.2 | 7 | 4.5 | 4.4 | 6 | 0.9 |
4.6, 6.1 | 4.6, 5.7 | 5, 6 | 9.5, 6.0 | 8.9, 5.1 | 9, 5 | 8.0, 5.5 | 8.4, 6.7 | 11, 13 | 8.3, 6.7 | 8.4, 6.7 | 10, 8 | 7.6, 8.8 | 7.0, 7.5 | 9, 12 | 0.9, 0.7 | |
37.1, 0.8 | 34.4, 0.8 | 34, 1 | 33.4, 3.1 | 25.8, 2.7 | 30, 3 | 28.9, 2.5 | 32.3, 2.5 | 81, 2 | 36.7, 2.1 | 36.5, 1.5 | 41, 2 | 47.0, 0.7 | 38.2, 0.7 | 54, 1 | 2.7, 0.0 | |
Avg. \({\text{HD}}_{{\text{A}}}^{3}\) | 0.14 | 0.13 | 0.15 | 0.48 | 0.45 | 0.57 | 0.31 | 0.28 | 0.32 | 0.24 | 0.24 | 0.33 | 0.06 | 0.06 | 0.08 | 0.01 |
0.30, 0.61 | 0.28, 0.50 | 0.29, 0.50 | 0.69, 0.62 | 0.66, 0.60 | 0.70, 0.60 | 0.49, 0.87 | 0.52, 0.97 | 0.64, 1.33 | 0.47, 0.55 | 0.47, 0.52 | 0.64, 0.90 | 0.18, 0.29 | 0.13, 0.19 | 0.27, 0.61 | 0.02, 0.01 | |
3.85, 0.02 | 3.14, 0.02 | 3.16, 0.03 | 2.92, 0.11 | 3.16, 0.15 | 3.02, 0.16 | 5.37, 0.08 | 5.54, 0.08 | 7.97, 0.09 | 2.71, 0.04 | 2.33, 0.04 | 4.57, 0.05 | 1.54, 0.01 | 1.03, 0.01 | 3.38, 0.01 | 0.06, 0.00 | |
PDV | 7 | 5 | 6 | 11 | 10 | 10 | 5 | 5 | 5 | 7 | 6 | 8 | 2 | 2 | 3 | 0 |
8, 10 | 8, 10 | 9, 12 | 21, 35 | 21, 36 | 23, 40 | 8, 8 | 8, 8 | 9, 9 | 8, 7 | 9, 7 | 11, 10 | 4, 4 | 3, 3 | 4, 4 | 1, 1 | |
45, 0 | 45, 0 | 63, 0 | 173, 0 | 177, 0 | 218, 0 | 27, 0 | 29, 0 | 30, 0 | 30, 0 | 25, 1 | 52, 1 | 22, 0 | 12, 0 | 18, 0 | 4, 0 | |