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. 2024 Feb 26;14:4678. doi: 10.1038/s41598-024-53997-y

Table 7.

Comparison of descriptive statistics from models trained with segments, segments with vessel (color channel) and segments with spleen on liver surgery cohort CLS.

Seg 1, Seg 2, Seg 3, Seg 4, Seg 5–8, Spleen,
N = 331 N = 331 N = 331 N = 331  N = 331  N=331
(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 0.91 0.94 0.94 0.94 0.87 0.88 0.86 0.86 0.90 0.93 0.91 0.91 0.89 0.93 0.92 0.93 0.97 0.98 0.98 0.98 0.96
0.85,0.17 0.92,0.06 0.92,0.07 0.86, 0.23 0.85, 0.06 0.86, 0.06 0.85, 0.07 0.80, 0.22 0.89, 0.05 0.91, 0.04 0.91, 0.04 0.85, 0.22 0.86, 0.09 0.91, 0.06 0.90, 0.07 0.86, 0.23 0.96, 0.03 0.98, 0.02 0.98, 0.02 0.91, 0.24 0.91, 0.23
0.96,0.00 0.98,0.75 0.98,0.69 0.98, 0.00 0.93, 0.62 0.94, 0.63 0.94, 0.62 0.93, 0.00 0.95, 0.69 0.96, 0.75 0.96, 0.76 0.96, 0.00 0.96, 0.58 0.97, 0.72 0.96, 0.63 0.97, 0.00 0.99, 0.88 0.99, 0.92 0.99, 0.91 0.99, 0.00 0.98, 0.00
HD953 4 2.5 2.8 2.5 8 7.8 8.5 6.8 7 5.4 5.8 5.8 10 5.0 5.8 5.0 5 2.5 3.0 2.2 2.1
14, 2 3.0, 1.6 3.2, 2.0 3.0, 1.9 9, 5 8.1, 3.2 9.4, 4.1 7.9, 4.8 10, 10 8.7, 14.8 6.6, 3.0 6.4, 4.1 12, 8 6.8, 5.2 7.4, 5.0 6.2, 4.6 9, 12 4.1, 3.8 4.6, 4.3 5.5, 9.9 2.2, 0.8
229, 2 6.4, 0.9 8.3, 0.8 8.0, 0.0 23, 3 15.7, 2.8 22.3, 3.0 23.4, 0.0 55, 3 89.8, 2.5 15.4, 2.7 22.2, 0.0 36, 3 23.2, 1.7 18.9, 2.5 16.1, 0.0 65, 1 16.2, 0.8 19.8, 0.8 51.6, 0.0 5.2, 1.3
Avg.HDA3 0.20 0.11 0.10 0.11 0.38 0.39 0.50 0.40 0.31 0.22 0.26 0.23 0.42 0.16 0.21 0.17 0.09 0.03 0.04 0.03 0.05
6.70,35.86 0.17,0.16 0.19,0.21 0.18, 0.19 0.59, 0.40 0.51, 0.37 0.62, 0.45 0.57, 0.63 0.51, 0.63 0.52, 1.47 0.32, 0.21 0.32, 0.34 0.79, 0.95 0.31, 0.37 0.37, 0.46 0.29, 0.32 0.21, 0.37 0.06, 0.08 0.07, 0.07 0.17, 0.52 0.05, 0.03
206.36,0.06 0.74,0.02 0.98,0.02 0.74, 0.00 1.77, 0.16 1.90,0.12 2.15, 0.15 2.96, 0.00 3.52, 0.10 8.63, 0.06 0.93, 0.10 1.86, 0.00 3.54, 0.08 1.25, 0.04 1.97, 0.05 1.24, 0.00 2.08, 0.01 0.37, 0.01 0.28, 0.01 2.83, 0.00 0.17, 0.02
PDV 12 4 3.8 3 12 11 12.0 9 5 4 5.8 4 6 5 4.6 4 3 2 1.9 1 1.3
17, 23 6, 5 6.2, 5.7 6, 6 15, 15 14, 16 15.3, 18.8 14, 20 7, 8 7, 7 6.8, 4.2 7, 8 14, 21 9, 13 10.6, 15.2 7, 11 4, 3 2, 2 2.3, 2.0 3, 5 1.9, 1.8
133, 0 24, 0 26.7, 0.0 26, 0 89, 1 95, 0 110.3, 0.9 118, 0 36, 0 35, 1 18.0, 0.5 37, 0 92, 0 54, 0 64.9, 0.7 47, 0 15, 0 9, 0 9.2, 0.1 25, 0 7.6, 0.0

1Data in each cell is organized as row 1 = Median, row 2 = Mean, Standard deviation, row 3 = Max, Min; 1MnnUnet = model trained with segments only, Mseg+spleen = Model trained with Segments and Spleen as labels, Mvess = Model trained with segments as label and vessel as color channel; 2aIntraMD = Intra-observer mean dice,2bIntrerMD = Inter-observer mean dice, 3HD = Hausdorff distance (95 = 95th percentile and A = Average) in mm; PDV = percent difference in volume.