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Table 6 Comparison of the proposed CNN-based brain tumour detection approach against some former state-of-the-art methods

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

CAD system

Total images

Classification method

Accuracy (%)

Da et al. [26]

10

DNN

83.0

Gao et al. [27]

285

2D and 3D CNNs

87.6

Yan Xu et al. [28]

45

CNNs

97.50

Proposed method

349

ECOC-SVM

99.55