Research Article

A Novel Brain Image Segmentation Method Using an Improved 3D U-Net Model

Table 3

The effect of different improved 3D U-net models on brain tumor segmentation.

IndexSegmented organization[31][32][33]Proposed

DiceWT0.74320.83280.80240.8787
TC0.69950.80060.78950.8456
ET0.60060.76700.71620.8004
Mean0.68110.80110.79640.8416

HausdorffWT3.46752.82543.00522.5002
TC2.30061.81452.17231.5101
ET3.47832.83803.10162.6443
Mean3.08212.49262.75972.2182