Table 1.
DSC results with standard deviations for the pre-trained baseline model without domain adaptation, transductive domain adaptation (TDA), and unsupervised FIRST method for two-way validation: from IBSR to MICCAI 2012; from MICCAI 2012 to IBSR-SIEMENS; and from MICCAI 2012 to IBSR-GE.
| IBSR to MICCAI 2012 | MICCAI2012 to IBSR-SIEMENS | MICCAI 2012 to IBSR-GE | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Baseline | TDA | FIRST | Baseline | TDA | FIRST | Baseline | TDA | FIRST | |
| Tha.L | 0.301 ± 0.195 | 0.843 ± 0.028* | 0.889 ± 0.017 | 0.842 ± 0.029 | 0.873 ± 0.023 | 0.892 ± 0.022 | 0.681 ± 0.102 | 0.699 ± 0.111* | 0.894 ± 0.015 |
| Tha.R | 0.085 ± 0.203 | 0.857 ± 0.022* | 0.890 ± 0.018 | 0.823 ± 0.026 | 0.886 ± 0.016 | 0.889 ± 0.014 | 0.701 ± 0.108 | 0.736 ± 0.124* | 0.882 ± 0.011 |
| Cau.L | 0.867 ± 0.052 | 0.861 ± 0.057 | 0.797 ± 0.117 | 0.862 ± 0.020 | 0.887 ± 0.014 | 0.805 ± 0.028 | 0.801 ± 0.074 | 0.836 ± 0.046* | 0.771 ± 0.047 |
| Cau.R | 0.873 ± 0.040 | 0.865 ± 0.044 | 0.837 ± 0.046 | 0.860 ± 0.011 | 0.864 ± 0.015 | 0.892 ± 0.016 | 0.828 ± 0.029 | 0.834 ± 0.025 | 0.860 ± 0.026 |
| Put.L | 0.888 ± 0.023 | 0.893 ± 0.022 | 0.860 ± 0.080 | 0.891 ± 0.024 | 0.888 ± 0.032 | 0.872 ± 0.016 | 0.852 ± 0.046 | 0.833 ± 0.053 | 0.867 ± 0.023 |
| Put.R | 0.887 ± 0.023 | 0.889 ± 0.025 | 0.876 ± 0.060 | 0.897 ± 0.008 | 0.899 ± 0.013 | 0.875 ± 0.011 | 0.842 ± 0.056 | 0.825 ± 0.064 | 0.883 ± 0.009 |
| Pal.L | 0.629 ± 0.083 | 0.785 ± 0.039* | 0.815 ± 0.060 | 0.671 ± 0.048 | 0.737 ± 0.012 | 0.827 ± 0.034 | 0.557 ± 0.189 | 0.565 ± 0.182 | 0.802 ± 0.031 |
| Pal.R | 0.654 ± 0.058 | 0.768 ± 0.055* | 0.799 ± 0.088 | 0.732 ± 0.053 | 0.785 ± 0.024 | 0.808 ± 0.055 | 0.574 ± 0.174 | 0.586 ± 0.175 | 0.809 ± 0.028 |
| Hip.L | 0.800 ± 0.025 | 0.814 ± 0.029* | 0.809 ± 0.014 | 0.804 ± 0.044 | 0.813 ± 0.045 | 0.811 ± 0.036 | 0.783 ± 0.037 | 0.797 ± 0.039 | 0.804 ± 0.015 |
| Hip.R | 0.832 ± 0.019 | 0.839 ± 0.022* | 0.810 ± 0.022 | 0.817 ± 0.049 | 0.828 ± 0.053 | 0.826 ± 0.034 | 0.795 ± 0.032 | 0.809 ± 0.031 | 0.812 ± 0.014 |
| Amy.L | 0.672 ± 0.041 | 0.685 ± 0.047 | 0.721 ± 0.054 | 0.630 ± 0.041 | 0.686 ± 0.053 | 0.736 ± 0.090 | 0.540 ± 0.130 | 0.601 ± 0.103* | 0.745 ± 0.050 |
| Amy.R | 0.644 ± 0.056 | 0.671 ± 0.053* | 0.707 ± 0.052 | 0.609 ± 0.074 | 0.637 ± 0.090 | 0.756 ± 0.08 | 0.455 ± 0.097 | 0.520 ± 0.088* | 0.758 ± 0.055 |
| Acc.L | 0.695 ± 0.053 | 0.707 ± 0.060 | 0.699 ± 0.081 | 0.694 ± 0.050 | 0.744 ± 0.036 | 0.742 ± 0.069 | 0.646 ± 0.089 | 0.658 ± 0.084 | 0.655 ± 0.099 |
| Acc.R | 0.697 ± 0.067 | 0.709 ± 0.070 | 0.678 ± 0.089 | 0.634 ± 0.036 | 0.676 ± 0.042 | 0.725 ± 0.063 | 0.582 ± 0.081 | 0.595 ± 0.073 | 0.691 ± 0.082 |
| Avg. | 0.680 ± 0.038 | 0.799 ± 0.087* | 0.799 ± 0.094 | 0.769 ± 0.107 | 0.800 ± 0.094* | 0.818 ± 0.073 | 0.688 ± 0.159 | 0.707 ± 0.147* | 0.802 ± 0.083 |
Structure acronyms are: Tha.L, left thalamus; Tha.R, right thalamus; Cau.L, left caudate; Cau.R, right caudate; Put.L, left putamen; Put.R, right putamen; Pal.L, left pallidum; Pal.R, right pallidum; Hip.L, left hippocampus; Hip.R, right hippocampus; Amy.L, left amygdala; Amy.R, right amygdala; Acc.L, left accumbens; Acc.R, right accumbens; Avg., average value. Significant improvements after domain adaptation over baseline are indicated with “*” and maximum DSC values are shown in bold.