TABLE 4.
Method | Subgroup | Whole brain volumes | Lesions | ||||
DSC | Sensitivity | Precision | F1-score | Sensitivity | Precision | ||
BIANCA | Low | 0.582 ± 0.123 | 0.668 ± 0.170 | 0.532 ± 0.126 | 0.522 ± 0.137 | 0.590 ± 0.166 | 0.493 ± 0.157 |
High | 0.752 ± 0.096 | 0.668 ± 0.157 | 0.894 ± 0.060 | 0.593 ± 0.103 | 0.575 ± 0.125 | 0.642 ± 0.132 | |
LST LGA | Low | 0.444 ± 0.192 | 0.416 ± 0.249 | 0.563 ± 0.098 | 0.482 ± 0.120 | 0.379 ± 0.120 | 0.691 ± 0.134 |
High | 0.690 ± 0.089 | 0.637 ± 0.146 | 0.785 ± 0.097 | 0.415 ± 0.105 | 0.348 ± 0.115 | 0.585 ± 0.195 | |
LST LPA FLAIR only | Low | 0.610 ± 0.111 | 0.631 ± 0.234 | 0.674 ± 0.148 | 0.569 ± 0.144 | 0.528 ± 0.205 | 0.703 ± 0.206 |
High | 0.708 ± 0.125 | 0.763 ± 0.183 | 0.716 ± 0.183 | 0.469 ± 0.143 | 0.454 ± 0.145 | 0.563 ± 0.216 | |
LST LPA T1w + FLAIR | Low | 0.524 ± 0.154 | 0.518 ± 0.267 | 0.660 ± 0.112 | 0.590 ± 0.184 | 0.500 ± 0.237 | 0.839 ± 0.137 |
High | 0.680 ± 0.116 | 0.721 ± 0.207 | 0.705 ± 0.157 | 0.454 ± 0.162 | 0.408 ± 0.146 | 0.582 ± 0.218 | |
pgs | Low | 0.482 ± 0.202 | 0.432 ± 0.211 | 0.615 ± 0.158 | 0.502 ± 0.144 | 0.501 ± 0.203 | 0.557 ± 0.169 |
High | 0.773 ± 0.133 | 0.717 ± 0.180 | 0.883 ± 0.059 | 0.713 ± 0.159 | 0.680 ± 0.155 | 0.751 ± 0.166 | |
sysu_media (default) | Low | 0.442 ± 0.202 | 0.438 ± 0.210 | 0.457 ± 0.199 | 0.439 ± 0.150 | 0.537 ± 0.274 | 0.395 ± 0.143 |
High | 0.766 ± 0.107 | 0.743 ± 0.164 | 0.826 ± 0.075 | 0.633 ± 0.119 | 0.654 ± 0.128 | 0.623 ± 0.133 | |
sysu_media (retrained) | Low | 0.608 ± 0.120 | 0.623 ± 0.212 | 0.648 ± 0.085 | 0.635 ± 0.125 | 0.573 ± 0.194 | 0.759 ± 0.103 |
High | 0.753 ± 0.081 | 0.712 ± 0.147 | 0.829 ± 0.090 | 0.637 ± 0.099 | 0.591 ± 0.111 | 0.727 ± 0.165 |
Mean and standard deviation are displayed. DSC, Sørensen-Dice similarity coefficient; T1w, T1-weighted image; FLAIR, fluid-attenuated inversion recovery image; BIANCA, brain intensity abnormality classification algorithm; LST LGA/-LPA, lesion segmentation toolbox for SPM using lesion growth algorithm/lesion prediction algorithms.