Research Article

Compound W-Net with Fully Accumulative Residual Connections for Liver Segmentation Using CT Images

Table 3

Quantitative comparison between our models and other models using 3Dircadb dataset.

ModelDiceTesting
%Normal data Dice %Augmented data Dice %

U-Net [16]46.4960.07
Bridge U-Net [17]73.2160.31
Our modified bridge79.1260.10
Our compound model89.8894.42
U-Net [32]
FCN-8 s [32]
3D DSN [32]
DecNet [32]
FCN [32]93.30
Cascaded UNet+CRF [32]93.10
DC U-Net [32]
mU-Net [20]
UNET [28]72.90
Cascaded UNET [28]93.10
Cascaded UNET +3D CRF [28]94.30