Skip to main content
. 2019 Mar 22;46(5):2157–2168. doi: 10.1002/mp.13458

Table 3.

The segmentation comparison between U‐Net and U‐Net–generative adversarial network (U‐Net‐GAN), the proposed method, with the mean and standard deviation of dice similarity coefficient (DSC), sensitivity, specificity, 95% Hausdorff distance (HD95), mean surface distance (MSD), and residual mean square deviation (RMSD) listed

Esophagus Heart Left lung Right lung Spinal cord
DSC
U‐Net 0.71 ± 0.08 0.85 ± 0.05 0.97 ± 0.01 0.96 ± 0.01 0.83 ± 0.05
U‐Net‐GAN 0.75 ± 0.08 0.87 ± 0.05 0.97 ± 0.01 0.97 ± 0.01 0.90 ± 0.04
Sensitivity
U‐Net 0.71 ± 0.09 0.94 ± 0.05 0.97 ± 0.02 0.96 ± 0.02 0.97 ± 0.01
U‐Net‐GAN 0.73 ± 0.10 0.89 ± 0.07 0.97 ± 0.02 0.96 ± 0.02 0.93 ± 0.03
Specificity
U‐Net 0.9996 ± 0.0002 0.9958 ± 0.0029 0.9989 ± 0.0010 0.9992 ± 0.0007 0.9995 ± 0.0001
U‐Net‐GAN 0.9997 ± 0.0001 0.9977 ± 0.0020 0.9989 ± 0.0010 0.9992 ± 0.0007 0.9998 ± 0.00001
HD95 (mm)
U‐Net 4.91 ± 4.13 6.45 ± 4.03 2.07 ± 1.92 2.50 ± 3.33 1.98 ± 1.52
U‐Net‐GAN 4.52 ± 3.81 4.58 ± 3.67 2.07 ± 1.93 2.50 ± 3.34 1.19 ± 0.46
MSD (mm)
U‐Net 1.09 ± 0.67 1.91 ± 0.95 0.61 ± 0.73 0.65 ± 0.53 0.54 ± 0.29
U‐Net‐GAN 1.05 ± 0.66 1.49 ± 0.85 0.61 ± 0.73 0.65 ± 0.53 0.38 ± 0.27
RMSD (mm)
U‐Net 2.37 ± 1.40 3.68 ± 2.24 2.12 ± 2.32 2.66 ± 2.45 1.08 ± 1.32
U‐Net‐GAN 2.24 ± 1.36 3.14 ± 2.19 2.12 ± 2.32 2.66 ± 2.46 0.82 ± 0.85