TABLE I.
Comparison (using the mean Dice index) of several possible combinations of patch-based approaches (using optimal global parameter setting) on the Brainweb dataset. For the pair-wise results, labels have been fused using the majority voting rule. Highest overlap rates are shown in bold.
| brain structure | pair-wise | group-wise | ||||
|---|---|---|---|---|---|---|
| pointwise | multipoint | fast multipoint | pointwise | multipoint | fast multipoint | |
|
| ||||||
| CSF | 0.87 | 0.88 | 0.87 | 0.87 | 0.86 | 0.86 |
| Gray Matter | 0.95 | 0.95 | 0.94 | 0.95 | 0.93 | 0.94 |
| White Matter | 0.95 | 0.95 | 0.94 | 0.95 | 0.94 | 0.94 |
| Fat | 0.83 | 0.87 | 0.85 | 0.83 | 0.85 | 0.84 |
| Muscle | 0.66 | 0.70 | 0.67 | 0.66 | 0.67 | 0.66 |
| Muscle/Skin | 0.93 | 0.94 | 0.93 | 0.93 | 0.93 | 0.93 |
| Skull | 0.92 | 0.93 | 0.91 | 0.92 | 0.92 | 0.92 |
| vessels | 0.61 | 0.59 | 0.56 | 0.61 | 0.56 | 0.57 |
| around fat | 0.37 | 0.36 | 0.30 | 0.37 | 0.34 | 0.36 |
| dura matter | 0.51 | 0.53 | 0.47 | 0.51 | 0.49 | 0.50 |
| bone marrow | 0.81 | 0.83 | 0.79 | 0.81 | 0.81 | 0.80 |