Research Article

Automatic Semantic Segmentation of Brain Gliomas from MRI Images Using a Deep Cascaded Neural Network

Table 5

A summary of DSC quantitative comparison on BRATS 2015 combined dataset (HGG and LGG).

MethodDatasetGradeDSC
CompleteCoreEnh

Pereira et al. [38]BRATS 2015 ChallengeCombined0.780.650.75
BRATS 2015 TrainingCombined0.870.730.68
Havaei et al. [19]BRATS 2015 ChallengeCombined0.790.580.69
Kamnitsas et al. [21]BRATS 2015 ChallengeCombined0.850.670.63
BRATS 2015 TrainingCombined0.900.760.73
Dong et al. [36]BRATS 2015 TrainingCombined0.860.860.65
Yi et al. [37]BRATS 2015 TrainingCombined0.890.760.80
FCN-8sBRATS 2015 TrainingCombined0.840.710.63
ProposedBRATS 2015 TrainingCombined0.890.770.80