Table 2 Results on task 1, detection and segmentation.
From: Automatic detection and multi-component segmentation of brain metastases in longitudinal MRI
Labels | Test set | Mean DSC \(\uparrow\) | Mean nDSC \(\uparrow\) | \(F_{1}\)-score \(\uparrow\) | TPR \(\uparrow\) | FDR \(\downarrow\) |
---|---|---|---|---|---|---|
1+3 | Full | 0.64 ± 0.41 | 0.64 ± 0.41 | 0.68 ± 0.44 | 0.66 ± 0.44 | 0.01 ± 0.05 |
Pre-treat. | 0.79 ± 0.31 | 0.78 ± 0.31 | 0.80 ± 0.33 | 0.78 ± 0.34 | 0.02 ± 0.05 | |
1 | Full | 0.62 ± 0.38 | 0.60 ± 0.39 | 0.66 ± 0.43 | 0.66 ± 0.44 | 0.05 ± 0.16 |
Pre-treat. | 0.81 ± 0.22 | 0.79 ± 0.23 | 0.86 ± 0.26 | 0.83 ± 0.27 | 0.03 ± 0.10 | |
2 | Full | 0.52 ± 0.29 | 0.51 ± 0.26 | 0.28 ± 0.32 | 0.23 ± 0.30 | 0.42 ± 0.44 |
Pre-treat. | 0.55 ± 0.29 | 0.52± 0.26 | 0.39 ± 0.40 | 0.38 ± 0.40 | 0.57 ± 0.38 | |
3 | Full | 0.67 ± 0.25 | 0.66 ± 0.24 | 0.78 ± 0.34 | 0.85 ± 0.36 | 0.20 ± 0.35 |
Pre-treat. | 0.80 ± 0.12 | 0.77 ± 0.12 | 0.93 ± 0.12 | 1.00 ± 0.00 | 0.11 ± 0.18 |