Table 1:
Mean Dice Similarity Coefficient [95% CI] | |||
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Model | Enhancing Tumor | Peritumoral Edema | Necrotic/Non-enhancing Tumor |
C-DEF-5 | 0.74 [0.72, 0.76] | 0.81 [0.80, 0.83] | 0.15 [0.13, 0.18] |
U-Net-5 | 0.58 [0.56, 0.60] | 0.55 [0.52, 0.57] | 0.17 [0.15, 0.20] |
C-DEF-10 | 0.72 [0.70, 0.74] | 0.83 [0.81, 0.84] | 0.17 [0.15, 0.20] |
U-Net-10 | 0.70 [0.68, 0.72] | 0.83 [0.82, 0.85] | 0.28 [0.25, 0.31] |
C-DEF-15 | 0.76 [0.74, 0.77] | 0.85 [0.83, 0.86] | 0.24 [0.22, 0.27] |
U-Net-15 | 0.73 [0.71, 0.75] | 0.82 [0.81, 0.84] | 0.27 [0.24, 0.30] |
C-DEF-20 | 0.76 [0.74, 0.78] | 0.84 [0.82, 0.85] | 0.21 [0.19, 0.24] |
U-Net-20 | 0.77 [0.75, 0.79] | 0.80 [0.79, 0.82] | 0.28 [0.25, 0.31] |
C-DEF-40 | 0.80 [0.78, 0.81] | 0.85 [0.84, 0.87] | 0.28 [0.25, 0.31] |
U-Net-40 | 0.78 [0.77, 0.80] | 0.85 [0.84, 0.87] | 0.34 [0.31, 0.38] |
C-DEF-80 | 0.81 [0.80, 0.83] | 0.86 [0.85, 0.88] | 0.32 [0.29, 0.36] |
U-Net-80 | 0.81 [0.80, 0.83] | 0.88 [0.86, 0.89] | 0.48 [0.44, 0.52] |
C-DEF-160 | 0.83 [0.82, 0.85] | 0.87 [0.86, 0.89] | 0.39 [0.36, 0.43] |
U-NET-160 | 0.82 [0.81, 0.84] | 0.89 [0.88, 0.91] | 0.51 [0.47, 0.55] |
C-DEF-Alla | 0.83 [0.81, 0.84] | 0.88 [0.86, 0.89] | 0.43 [0.39, 0.46] |
U-Net-Alla | 0.83 [0.81, 0.84] | 0.89 [0.88, 0.91] | 0.51 [0.47, 0.55] |
trained on data from 295 participants per fold