Table 10.
Seg 1, N = 20 (IntraMD2a = 0.88) (InterMD2b = 0.82) |
Seg 2, N = 201 (IntraMD2a = 0.88) (InterMD2b = 0.85) | Seg 3, N = 201 (IntraMD2a = 0.94) (InterMD2b = 0.91) | Seg 4, N = 201 (IntraMD2a = 0.92) (InterMD2b = 0.88) | Seg 5–8, N = 201 (IntraMD2a = 0.99) (InterMD2b = 0.96) | Spleen, N = 201 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | MpaU-Net1 | MnnUnet1 | Mseg+spleen1 | Mseg+spleen1 | |
Dice | 0.83 | 0.81 | 0.81 | 0.82 | 0.79 | 0.77 | 0.88 | 0.89 | 0.87 | 0.83 | 0.85 | 0.84 | 0.95 | 0.96 | 0.95 | 0.96 |
0.78, 0.15 | 0.68, 0.26 | 0.70, 0.24 | 0.78, 0.11 | 0.78, 0.09 | 0.78, 0.09 | 0.87, 0.06 | 0.87, 0.06 | 0.87, 0.05 | 0.81, 0.10 | 0.83, 0.08 | 0.83, 0.08 | 0.94, 0.05 | 0.94, 0.03 | 0.94, 0.03 | 0.94, 0.06 | |
0.94, 0.35 | 0.89, 0.00 | 0.89, 0.06 | 0.92, 0.49 | 0.89, 0.59 | 0.90, 0.62 | 0.94, 0.75 | 0.95, 0.76 | 0.94, 0.76 | 0.96, 0.57 | 0.94, 0.60 | 0.94, 0.59 | 0.99, 0.76 | 0.97, 0.86 | 0.97, 0.86 | 0.97, 0.72 | |
7 | 9 | 9.0 | 7 | 8 | 9.5 | 6 | 7 | 7.2 | 9 | 9 | 8.0 | 5 | 6 | 5.9 | 2.5 | |
21, 32 | 11, 8 | 10.6, 5.2 | 11, 8 | 12, 10 | 12.8, 9.8 | 7, 6 | 8, 3 | 7.5, 2.9 | 16, 22 | 10, 4 | 9.9, 4.3 | 7, 5 | 8, 6 | 6.6, 3.1 | 5.0, 4.9 | |
96, 4 | 32, 4 | 22.8, 4.8 | 39, 4 | 44, 6 | 44.1, 4.9 | 29, 3 | 18, 5 | 15.1, 4.0 | 107, 4 | 17, 3 | 18.1, 2.9 | 23, 1 | 29, 2 | 13.5, 2.8 | 15.9, 2.0 | |
Avg. | 0.53 | 0.57 | 0.58 | 0.56 | 0.63 | 0.81 | 0.28 | 0.33 | 0.36 | 0.62 | 0.55 | 0.56 | 0.12 | 0.14 | 0.13 | 0.07 |
1.53, 2.85 | 1.35, 1.53 | 1.31, 1.39 | 0.88, 0.75 | 0.97, 0.86 | 1.02, 0.86 | 0.38, 0.29 | 0.42, 0.27 | 0.41, 0.26 | 0.94, 0.97 | 0.66, 0.51 | 0.65, 0.49 | 0.22, 0.34 | 0.24, 0.24 | 0.18, 0.13 | 0.23, 0.39 | |
12.54, 0.16 | 5.75, 0.26 | 5.07, 0.27 | 2.89, 0.19 | 3.91, 0.32 | 3.74, 0.28 | 1.23, 0.12 | 1.13, 0.12 | 1.13, 0.13 | 3.37, 0.11 | 2.40, 0.10 | 2.25, 0.10 | 1.60, 0.03 | 1.10, 0.04 | 0.43, 0.04 | 1.57, 0.03 | |
MDA | 2.13 | 2.48 | 2.71 | 2.06 | 2.47 | 2.66 | 1.67 | 1.80 | 1.79 | 2.52 | 2.71 | 2.45 | 1.47 | 1.50 | 1.53 | 0.96 |
3.66, 4.79 | 3.48, 2.60 | 3.59, 2.56 | 2.50, 1.11 | 3.00, 1.70 | 3.19, 1.83 | 1.95, 0.90 | 2.07, 0.67 | 2.08, 0.69 | 3.24, 2.15 | 2.75, 1.07 | 2.75, 1.08 | 1.69, 1.15 | 1.84, 0.81 | 1.64, 0.62 | 1.34, 0.95 | |
22.68, 0.89 | 10.46, 0.97 | 12.62, 1.33 | 5.26, 1.22 | 8.56, 1.62 | 8.29, 1.55 | 5.11, 1.14 | 3.46, 1.27 | 3.56, 1.11 | 9.46, 0.96 | 5.79, 1.04 | 5.68, 1.25 | 6.00, 0.48 | 3.55, 0.89 | 3.15, 0.82 | 4.40, 0.59 | |
PDV | 9 | 18 | 18 | 15 | 13 | 12 | 6 | 5 | 5 | 9 | 7 | 10 | 3 | 4 | 4 | 5 |
23, 31 | 27, 25 | 30, 29 | 21, 23 | 19, 16 | 19, 18 | 8, 8 | 8, 8 | 7, 6 | 19, 19 | 8, 6 | 10, 6 | 6, 11 | 5, 5 | 5, 5 | 7, 6 | |
124, 0 | 81, 1 | 97, 1 | 103, 1 | 51, 0 | 55, 0 | 22, 1 | 30, 1 | 17, 1 | 61, 1 | 20, 1 | 23, 0 | 51, 0 | 19, 0 | 17, 0 | 22, 1 |
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.
2bInterMD = Inter-observer mean dice.
3HD = Hausdorff distance (95 = 95th percentile and A = Average) in mm, MDA = Mean Distance to Agreement in mm, PDV = percent difference in volume.