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Table 2 Quantitative comparison of rat skull stripping results in DWI image volumes between different methods

From: RU-Net: skull stripping in rat brain MR images after ischemic stroke with rat U-Net

Method

Evaluation metric

ΚD(%)

Κst(%)

Κsb(%)

δah(mm)

BSE

81.71 ± 2.43

72.49 ± 2.31

89.97 ± 2.34

2.4219 ± 0.8785

rBET

82.69 ± 2.76

97.21 ± 2.91

63.28 ± 7.82

2.2802 ± 0.6547

RATS

86.12 ± 3.51

91.56 ± 2.87

77.89 ± 3.86

1.7673 ± 0.7891

3DPCNN

88.87 ± 5.24

96.74 ± 1.53

78.57 ± 3.31

1.6485 ± 0.8637

DeepMedic

95.88 ± 1.43

98.24 ± 0.62

93.27 ± 3.05

0.9896 ± 0.7955

U-Net

95.87 ± 0.97

98.76 ± 1.00

92.71 ± 2.43

0.9298 ± 0.6795

RU-Net

98.04 ± 0.33

97.94 ± 0.75

98.15 ± 0.68

0.1161 ± 0.0754