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. 2023 Jan 12;13:1010273. doi: 10.3389/fpsyt.2022.1010273

TABLE 4.

Performances of all algorithms in the subgroups based on WMH load (10 subjects with lowest vs. 10 subjects with highest) compared to the reference segmentation at volume- and lesion- level.

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.