Table 3.
Segmentation results for the UZ Gent MP-MRI dataset when using SPA initialization. Mean Dice-score ± standard deviation is reported for active tumor, necrosis, edema, the tumor core and the whole tumor. The number of undetected cases is reported for active tumor, necrosis and edema.
NMF |
Clustering |
||||||
---|---|---|---|---|---|---|---|
HALS | Convex | hNMF | FCM | GMM | SC | ||
Dice [%] | Tumor | 65 ± 13 | 64 ± 18 | 71 ± 15 | 60 ± 21 | 66 ± 21 | 68 ± 14 |
Necrosis | 55 ± 27 | 60 ± 28 | 60 ± 28 | 41 ± 34 | 48 ± 33 | 65 ± 29 | |
Edema | 28 ± 23 | 18 ± 18 | 46 ± 23 | 38 ± 23 | 27 ± 26 | 43 ± 24 | |
Core | 76 ± 11 | 74 ± 14 | 79 ± 12 | 70 ± 18 | 77 ± 18 | 76 ± 15 | |
Whole | 78 ± 12 | 84 ± 10 | 86 ± 8 | 77 ± 15 | 84 ± 10 | 85 ± 11 | |
Undetected [#] | Tumor | 0/21 | 0/21 | 0/21 | 0/21 | 0/21 | 0/21 |
Necrosis | 1/12 | 1/12 | 1/12 | 3/12 | 3/12 | 1/12 | |
Edema | 5/15 | 7/15 | 2/15 | 3/15 | 6/15 | 3/15 |