Table 2.
Segmentation accuracy measures on hydrocephalus data set.
Subject | Dice overlap coefficient | False negative ratio | ||||||
---|---|---|---|---|---|---|---|---|
Atlas EM | Freesurfer | Hammer | Adaptive | Atlas EM | Freesurfer | Hammer | Adaptive | |
Moderate 1 | 0.908 | 0.884 | 0.786 | 0.977 | 0.151 | 0.156 | 0.320 | 0.015 |
Moderate 2 | 0.964 | 0.929 | 0.889 | 0.972 | 0.050 | 0.053 | 0.154 | 0.038 |
Moderate 3 | 0.961 | 0.930 | 0.864 | 0.967 | 0.040 | 0.043 | 0.187 | 0.023 |
Moderate 4 | 0.959 | 0.911 | 0.827 | 0.970 | 0.056 | 0.061 | 0.251 | 0.026 |
Moderate 5 | 0.953 | 0.889 | 0.824 | 0.962 | 0.051 | 0.108 | 0.236 | 0.030 |
Moderate 6 | 0.941 | 0.890 | 0.847 | 0.949 | 0.063 | 0.083 | 0.203 | 0.035 |
Moderate 7 | 0.898 | 0.753 | 0.864 | 0.970 | 0.163 | 0.362 | 0.194 | 0.026 |
Moderate 8 | 0.937 | 0.923 | 0.860 | 0.958 | 0.106 | 0.065 | 0.191 | 0.073 |
Moderate 9 | 0.951 | 0.922 | 0.576 | 0.977 | 0.080 | 0.079 | 0.580 | 0.022 |
| ||||||||
Mean | 0.941 | 0.892 | 0.815 | 0.967 | 0.084 | 0.112 | 0.257 | 0.032 |
| ||||||||
Marked 1 | 0.496 | Failed* | 0.119 | 0.977 | 0.670 | Failed* | 0.936 | 0.043 |
Marked 2 | 0.494 | Failed* | 0.154 | 0.962 | 0.671 | Failed* | 0.915 | 0.064 |
Marked 3 | 0.561 | Failed* | 0.111 | 0.967 | 0.608 | Failed* | 0.941 | 0.046 |
Marked 4 | 0.798 | 0.152 | 0.190 | 0.970 | 0.333 | 0.917 | 0.893 | 0.044 |
Marked 5 | 0.863 | 0.258 | 0.417 | 0.981 | 0.233 | 0.849 | 0.731 | 0.021 |
| ||||||||
Mean | 0.642 | 0.205 | 0.198 | 0.971 | 0.503 | 0.883 | 0.883 | 0.044 |
| ||||||||
Mean (All) | 0.835 | 0.767 | 0.595 | 0.968 | 0.234 | 0.252 | 0.481 | 0.036 |
Algorithm failed due to problems in the skull-stripping step.