Table 6 Statistical analysis of augmentation.

From: Automatic prostate and prostate zones segmentation of magnetic resonance images using DenseNet-like U-net

 

Dense-2 U-net

Classical U-net

 

Dice score(%)

StD(%)

Median (%)

Dice score (%)

StD (%)

Median (%)

Prostate

No aug.

92.1

± 3

92.2

90.7

± 7

92.3

Elastic

92.2

± 2

92.6

90.0

± 3

89.7

Rigid

92.6

± 2

92.1

89.3

± 4

88.9

Both

92.5

± 3

92.1

92.6

± 3

82.5

PZ

No aug.

78.1

± 9

79.5

75

± 2

76.5

Elastic

77.9

± 9

77.0

76.1

± 8

77.9

Rigid

77.1

± 10

76.8

75.1

± 10

76.2

Both

78.2

± 10

77.4

80.5

± 10

80.9

CZ

No aug.

89.5

± 7

89.4

89.1

± 8

88.4

Elastic

89.6

± 4

89.0

87.7

± 8

87.2

Rigid

90.4

± 3

89.9

86.9

± 7

85.3

Both

90.7

± 3

89.6

90.1

± 4

89.6