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. 2021 Feb 11;12:639930. doi: 10.3389/fgene.2021.639930

Table 4.

Ablation study for U-Net, wide U-Net, MSU-Net, Res MSU-Net(0), and Res MSU-Net(1).

Architecture BUL EM NS
M ± SD M ± SD M ± SD
U-Net (Ronneberger et al., 2015) 0.608 ± 0.037 0.884 ± 0.007 0.675 ± 0.018
wide U-Net (Ours) 0.643 ± 0.025 0.889 ± 0.016 0.677 ± 0.012
MSU-Net (Ours) 0.708 ± 0.011 0.900 ± 0.001 0.702 ± 0.010
Res MSU-Net (0) (Ours) 0.713 ± 0.032 0.900 ± 0.001 0.704 ± 0.010
Res MSU-Net (1) (Ours) 0.628 ± 0.025 0.848 ± 0.056 0.675 ± 0.022

Wide U-Net is obtained by extending the width of the U-Net network. The wide U-Net has the same number of parameters as the MSU-Net. Res MSU-Net (0)/Res MSU-Net (1) are proposed based on Residual multi-block. Intersection over Union (IoU) is used as the evaluation metric for comparison. Bold values represent the best results.