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Table 3 Comparison in terms of Dice and RMSE measures and consumed times for different segmentation methods

From: Tumor segmentation in brain MRI using a fuzzy approach with class center priors

Algorithm

Dice

RMSE

Average time (min)

 

WM

GM

WM

GM

 

HMC[19]

0.8653

0.7994

0.4013

0.4452

20

EMS[42]

0.8587

0.7894

0.3254

0.3978

21

SPM5[20]

0.8527

0.7870

0.2832

0.2949

22

NL-R-FCM[13]

0.8435

0.8322

0.3072

0.4002

28

NL-FCM[13]

0.8468

0.7884

0.3650

0.4420

29

NL-Reg[13]

0.8631

0.8318

0.2352

0.4294

28

RFCM[41]

0.8609

0.8408

0.3823

0.4146

36

FCM[11]

0.8560

0.8321

0.2930

0.3111

4

NFCM[12]

0.8372

0.6057

0.2822

0.3742

11

PIGFCM

0.9672

0.8405

0.2442

0.2843

3