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. 2021 May 12;21(10):3363. doi: 10.3390/s21103363

Table 4.

Detailed data on the number of learnable parameters and computation time for the proposed method and its three simplified versions.

Model GM WM CSF Computation Time (10 Epochs) #Learnableparameters
DSC JI HD DSC JI HD DSC JI HD MSE
Squeeze U-SegNet 92.05 88.06 3.52 93.37 90.42 2.8 91.65 88.06 2.0 0.006 1 h 768,788
Squeeze U-SegNet with multi-scale input 93.44 89.47 4.81 94.78 91.90 4.1 93.32 90.25 3.0 0.005 1.04 h 860,180
Squeeze U-SegNet with multi global attention 94.32 89.25 5.10 95.12 91.40 4.2 94.24 89.22 3.3 0.004 1.15 h 942,164
Proposed method 95.54 91.09 3.21 96.56 92.05 3.1 94.86 90.29 3.0 0.003 1.12 h 1,030,420