Table 16 Comparisons of proposed simulation results with conventional method simulation results on BRATS 2022 dataset.

From: Meningioma brain tumor detection and classification using hybrid CNN method and RIDGELET transform

Methodology

Classification accuracy (%)

Sensitivity (%)

Specificity (%)

Segmentation accuracy (%)

Proposed work (in this work)

99.81

99.2

99.7

99.8

27

96.23

97.1

95.9

96.2

29

95.87

96.5

94.6

96.1

30

95.56

95.3

94.2

95.7

31

94.28

95.1

93.9

94.3

3232

94.09

94.9

92.8

93.2

33

93.28

93.2

91.8

93.9

34

93.68

93.1

91.0

92.9

  1. Significant values are in bold.
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