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Table 7 Performance analysis of the developed localization R-CNN-based method compared to other methods in the literature

From: Two-phase multi-model automatic brain tumour diagnosis system from magnetic resonance images using convolutional neural networks

Localization method

Performance evaluation metrics (%)

 

Layers

Sensitivity

PPV

DICE

Havaei et al. [29]

10

87.00

88.00

0.88

Chang [30]

22

–

–

0.87

Casamitjana et al. [31]

22

83.08

84.60

0.84

Zhao et al. [32]

16

83.00

92.00

0.87

Pereira et al. [33]

51

93.00

80.00

0.85

Pereira et al. [34]

11

89.00

88.00

0.83

Proposed method

05

95.44

81.80

0.87