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. 2016 Sep 30;12:753–764. doi: 10.1016/j.nicl.2016.09.021

Table 4.

Segmentation results for the UZ Gent cMRI data 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 64 ± 16 60 ± 21 68 ± 18 60 ± 20 64 ± 21 66 ± 20
Necrosis 51 ± 29 49 ± 31 55 ± 29 39 ± 31 46 ± 30 58 ± 27
Edema 28 ± 25 18 ± 27 43 ± 25 31 ± 28 15 ± 28 40 ± 26
Core 72 ± 17 69 ± 21 74 ± 16 69 ± 19 69 ± 20 69 ± 17
Whole 78 ± 14 78 ± 17 81 ± 12 77 ± 17 79 ± 17 80 ± 14
Undetected [#] Tumor 0/21 0/21 0/21 0/21 0/21 0/21
Necrosis 2/12 2/12 2/12 3/12 2/12 1/12
Edema 7/15 9/15 5/15 7/15 10/15 5/15